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{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:38.959Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:49.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:03:51.205Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:06.039Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:14.914Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.077Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.122Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:16.690Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:17.880Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:18.206Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:24.104Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:26.603Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:30.575Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:43.706Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:43.802Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T06:04:49.593Z\", \"action\": \"input\", \"action_argument\": \"shirt for men\"}\n{\"timestamp\": \"2025-04-20T06:04:49.939Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:55.425Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:55.829Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:13:41.979Z\", \"action\": \"input\", \"action_argument\": \"\\u773c\\u7528\\u6e7f\\u5dfe\"}\n{\"timestamp\": \"2025-04-20T14:13:42.190Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:13:49.255Z\", \"action\": \"input\", \"action_argument\": \"\\u6e7f\\u5dfe\"}\n{\"timestamp\": \"2025-04-20T14:13:49.509Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:13:57.346Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T14:14:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:14:37.980Z\", \"action\": \"input\", \"action_argument\": \"Baby Wipes Sensitive\"}\n{\"timestamp\": \"2025-04-20T14:14:38.237Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:14:42.108Z\", \"action\": \"click_product\", \"action_argument\": \"B07XMFVN95\"}\n{\"timestamp\": \"2025-04-20T14:15:34.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T14:15:36.655Z\", \"action\": \"purchase\", \"action_argument\": \"B07XMFVN95\"}\n{\"timestamp\": \"2025-04-28T14:03:23.312Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-28T14:04:43.224Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-28T14:04:47.977Z\", \"action\": \"purchase\", \"action_argument\": \"B0D3YRB8ZW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T18:50:42.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T18:51:36.990Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$241.00\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - Motivational 64 oz BPA Free B Ombre Jug\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$69.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$31.20\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$56.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CDBYFH81\"},\n{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\"},\n{\"price\": \"$199.00\"},\n{\"bullet_list\": \"\\ud83d\\udcd81. 6.8\\\" E-ink Carta HD display: Carta 1200 Screen 1648*1236 300PPI HD screen, Reads like real paper with the latest e-ink technology for faster page turns . 24 level Adjustable Colour Temperature brightness lets you free read indoors and outdoors, day and night \\ud83d\\udcd82. Android 11 System: Cortex A55 Ouad Core processor, Android Open source ensure you can install Tons of 3rd party applications,provides you with abundant reading resourses, Out speaker support Audio ebooks and musics,switch seamlessly between reading and listening, listen to your story \\ud83d\\udcd83. Professional Zreader : Comes with Physical buttons ,Flexible and Intelligent reading settings, Optimized Font technology, Support multiple formats in market: PDF,DVJU,EPUB, MOBI, AZW3,TXT, HTML, RTF, FB2.zip, PDB, DOC, JPG, PNG, GIF, BMP, MP3, WAV, CBR, CBZ. \\ud83d\\udcd84. Multiple Ways of Transmition: Dual brand WIFI signal , Bluetooth, WIFI Data transfer, 3G+32G Storage enough to hold your full prviate library,Support Extension TF card upto 1TB \\ud83d\\udcd85.Long working time :Built-in 2900mAh battery ensure working one month , Beeze free design and Smartest Pocket Size make you can Carry and read it everywhere. (battery life may vary depending on actual use ) \\ud83d\\udcd86. 256 Gray Leavel Display: Excellent PDF reading experience , 256-level Black&white contrast .No Discount in Reading.After 256 gray level opened , pictiures display will more sofer and delicated, the natural display gradient will be a good parnter of comics and graphic documents reading \\ud83d\\udcd87. This link do not including any free leather cover\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"promotion_items\": [{\"title\": \"PocketBook InkPad Lite | E-Book Reader with Large E-Ink Screen 9.7\\u02ba | Glare-Free & Eye-Friendly E-Reader | Wi-Fi | Adjustable SMARTlight | Micro-SD Slot | E-Readers for Kids, Adults & Seniors\", \"asin\": \"B09CLQJSCY\", \"price\": \"$269.00\", \"quantity\": \"\"},\n{\"title\": \"PocketBook Verse Pro E-Reader Waterproof | Eye-Friendly 6'' E-Ink Carta\\u2122 HD Touchscreen | Audio-Book & E-Book Reader | Text-to-Speech Function | SMARTlight | 16GB | WiFi & Bluetooth | Red\", \"asin\": \"B0CGVXDRGP\", \"price\": \"$185.00\", \"quantity\": \"\"},\n{\"title\": \"Bigme B751C Color Ebook Reader 7 Inch E-Ink Paper Tablet for Notes Taking, Reading and Writing (Case and Stylus Included)\", \"asin\": \"B0CTCRD9XN\", \"price\": \"$279.00\", \"quantity\": \"\"},\n{\"title\": \"PocketBook Verse Pro E-Reader Waterproof | Eye-Friendly 6'' E-Ink Carta\\u2122 HD Touchscreen | Audio-Book & E-Book Reader | Text-to-Speech Function | SMARTlight | 16GB | WiFi & Bluetooth | Azure\", \"asin\": \"B0CGVXN52X\", \"price\": \"$189.00\", \"quantity\": \"\"},\n{\"title\": \"Geniatech Kloudnote Slim 10.3\\\" Digital Notebook, E Ink Tablet and ePaper Notepad for ebook Reading and Writing, 227ppi ereader Device in 2025, 5.3mm Ultra-Thin (Grey)\", \"asin\": \"B0DKX87KKF\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Bigme inkNote Color + Lite Eink Tablet 10.3\\\" eBook Reader 4G 64GB E-Reader for Reading and Writing ePaper Tablet Digital Notepad with Stylus and Cover\", \"asin\": \"B0C5CWHLTW\", \"price\": \"$449.00\", \"quantity\": \"\"},\n{\"title\": \"Android E-Ink ePaper Tablet, Paperwhite eBook Reader Digital Notebook for Note Taking, Drawing Paper White Graphics Notepad with Stylus and Case, Cloud Sync and Screen Casting - Model Mini 9.7\\\" Silver\", \"asin\": \"B0D5Y7DLXQ\", \"price\": \"$279.99\", \"quantity\": \"\"},\n{\"title\": \"iFLYTEK AINOTE Air 2, 8.2-inch AI Note-Taking Tablet Writing Paper Tablets, Digital Notebook with Pen, Voice-to-Text Transcription, Multi-Languages Chatgpt Support, Supernote for Meetings & Study\", \"asin\": \"B0DLKSR2P4\", \"price\": \"$499.00\", \"quantity\": \"\"},\n{\"title\": \"TUDIA SKN FLIP Designed for Onyx Boox Palma Case - [Magnetic Closure] Shockproof Slim Transparent TPU Back with Textured Leather 6.13\\\" Cover (Grey)\", \"asin\": \"B0DLBV5RLM\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"PocketBook Era Color E-Reader | Eye-Friendly 7'' E-Ink Kaleido 3 Touch-Screen | Audio-Book & E-Book Reader | Waterproof | Text-to-Speech Function | Built-in Speaker | WiFi & Bluetooth | Stormy Sea\", \"asin\": \"B0D1Y883G2\", \"price\": \"$269.00\", \"quantity\": \"\"},\n{\"title\": \"Android E-Ink ePaper Tablet, Paperwhite eBook Reader Digital Notebook for Note Taking, Drawing Paper White Graphics Notepad with Stylus and Case, Cloud Sync and Screen Casting - Model Mini 9.7\\\" Silver\", \"asin\": \"B0D5Y7DLXQ\", \"price\": \"$279.99\", \"quantity\": \"\"},\n{\"title\": \"Meebook E-Reader M8 | 7.8' Eink Carta Screen | 300PPI Smart Light | Android 14 | Octa Core Processor | Dual Mics&Speakers | Support Play Store | Hand Writing | 4GB+64GB | Micro-SD Slot | White\", \"asin\": \"B0DWS9K4WW\", \"price\": \"$259.00\", \"quantity\": \"\"},\n{\"title\": \"MEEBOOK (likebook) Ebook reader[M6C],6\\u201dKaleido E-ink Color Screen+ Quad core Cortex A55, 1.8GHz CPU + 3GB RAM+ 32GB Memory\\u3001Android 11\\u3001Wifi\\u3001Blutooth\\u3001support Micro SD/TF card, White\", \"asin\": \"B0D8V7329H\", \"price\": \"$189.00\", \"quantity\": \"\"},\n{\"title\": \"MEEBOOK M7 e-Book Reader | 6.8\\\" 300PPI HD E-Ink Screen eReader | Cold/Warm Light | Android 11 | Support Google Play Store | Speaker/OTG/Type C | Micro SD Card Slot | 3GB+32GB | Gray|\", \"asin\": \"B0CGN13DCZ\", \"price\": \"$199.00\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\"},\n{\"title\": \"Meebook M8 | 7.8\\\" eReader | HD 300PPI Eink Screen | Octa-core 2.2Ghz | 4+64G | 1TB TF Slot Expansion | Android14 | WiFi | BT5.2 | Double Microphone/Speakers | G-Sensor | Support Google Play | White\", \"asin\": \"B0CGMZX5W7\", \"price\": \"$259.00\"},\n{\"title\": \"PocketBook InkPad Lite | E-Book Reader with Large E-Ink Screen 9.7\\u02ba | Glare-Free & Eye-Friendly E-Reader | Wi-Fi | Adjustable SMARTlight | Micro-SD Slot | E-Readers for Kids, Adults & Seniors\", \"asin\": \"B09CLQJSCY\", \"price\": \"$269.00\"},\n{\"title\": \"MEEBOOK (likebook) Ebook reader[M6C],6\\u201dKaleido E-ink Color Screen+ Quad core Cortex A55, 1.8GHz CPU + 3GB RAM+ 32GB Memory\\u3001Android 11\\u3001Wifi\\u3001Blutooth\\u3001support Micro SD/TF card, White\", \"asin\": \"B0D8V7329H\", \"price\": \"$189.00\"},\n{\"title\": \"PocketBook Basic Lux 4 E-Book Reader | 6\\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot\", \"asin\": \"B0CCNYKY6V\", \"price\": \"$109.28\"},\n{\"title\": \"PocketBook Verse E-Readers | Eye-Friendly 6'' E-Ink Carta\\u2122 HD Touchscreen | Adjustable SMARTlight | Up to 1 Month of Battery Life | WiFi & Memory Card Slot | E-Book Reader in Misty Grey\", \"asin\": \"B0CGVWV9Z2\", \"price\": \"$139.00\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-03T18:52:06.134Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"}
{"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"}
{"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"}
{"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"}
{"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"}
{"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"}
{"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"}
{"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"}
{"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"}
{"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"}
{"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"}
{"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:02:52.076Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:03:05.766Z", "action": "input", "action_argument": "shirt"}
{"timestamp": "2025-04-20T06:03:06.040Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:03:12.001Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:03:12.844Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:03:37.104Z", "action": "input", "action_argument": "shirt silver"}
{"timestamp": "2025-04-20T06:03:38.959Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:03:49.386Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:03:50.864Z", "action": "input", "action_argument": "shirt silk"}
{"timestamp": "2025-04-20T06:03:51.205Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:04:04.326Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:04:06.039Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:04:14.914Z", "action": "input", "action_argument": "shirt silk"}
{"timestamp": "2025-04-20T06:04:15.077Z", "action": "input", "action_argument": "shirt silk"}
{"timestamp": "2025-04-20T06:04:15.122Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:04:16.690Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:04:17.880Z", "action": "input", "action_argument": "shirt"}
{"timestamp": "2025-04-20T06:04:18.206Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:04:24.104Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:04:26.603Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:04:30.575Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:04:43.706Z", "action": "input", "action_argument": "shirt"}
{"timestamp": "2025-04-20T06:04:43.802Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T06:04:49.593Z", "action": "input", "action_argument": "shirt for men"}
{"timestamp": "2025-04-20T06:04:49.939Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:04:55.425Z", "action": "input", "action_argument": "shirt"}
{"timestamp": "2025-04-20T06:04:55.829Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:13:41.979Z", "action": "input", "action_argument": "\u773c\u7528\u6e7f\u5dfe"}
{"timestamp": "2025-04-20T14:13:42.190Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:13:49.255Z", "action": "input", "action_argument": "\u6e7f\u5dfe"}
{"timestamp": "2025-04-20T14:13:49.509Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:13:57.346Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-20T14:14:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:14:37.980Z", "action": "input", "action_argument": "Baby Wipes Sensitive"}
{"timestamp": "2025-04-20T14:14:38.237Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:14:42.108Z", "action": "click_product", "action_argument": "B07XMFVN95"}
{"timestamp": "2025-04-20T14:15:34.925Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-20T14:15:36.655Z", "action": "purchase", "action_argument": "B07XMFVN95"}
{"timestamp": "2025-04-28T14:03:23.312Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-28T14:04:43.224Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-28T14:04:47.977Z", "action": "purchase", "action_argument": "B0D3YRB8ZW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T18:50:42.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T18:51:36.990Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$241.00", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - Motivational 64 oz BPA Free B Ombre Jug", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$69.99", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$31.20", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.94", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$56.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$109.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$5.97", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"product_details": [{"asin": "B0CDBYFH81"},
{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray"},
{"price": "$199.00"},
{"bullet_list": "\ud83d\udcd81. 6.8\" E-ink Carta HD display: Carta 1200 Screen 1648*1236 300PPI HD screen, Reads like real paper with the latest e-ink technology for faster page turns . 24 level Adjustable Colour Temperature brightness lets you free read indoors and outdoors, day and night \ud83d\udcd82. Android 11 System: Cortex A55 Ouad Core processor, Android Open source ensure you can install Tons of 3rd party applications,provides you with abundant reading resourses, Out speaker support Audio ebooks and musics,switch seamlessly between reading and listening, listen to your story \ud83d\udcd83. Professional Zreader : Comes with Physical buttons ,Flexible and Intelligent reading settings, Optimized Font technology, Support multiple formats in market: PDF,DVJU,EPUB, MOBI, AZW3,TXT, HTML, RTF, FB2.zip, PDB, DOC, JPG, PNG, GIF, BMP, MP3, WAV, CBR, CBZ. \ud83d\udcd84. Multiple Ways of Transmition: Dual brand WIFI signal , Bluetooth, WIFI Data transfer, 3G+32G Storage enough to hold your full prviate library,Support Extension TF card upto 1TB \ud83d\udcd85.Long working time :Built-in 2900mAh battery ensure working one month , Beeze free design and Smartest Pocket Size make you can Carry and read it everywhere. (battery life may vary depending on actual use ) \ud83d\udcd86. 256 Gray Leavel Display: Excellent PDF reading experience , 256-level Black&white contrast .No Discount in Reading.After 256 gray level opened , pictiures display will more sofer and delicated, the natural display gradient will be a good parnter of comics and graphic documents reading \ud83d\udcd87. This link do not including any free leather cover"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"promotion_items": [{"title": "PocketBook InkPad Lite | E-Book Reader with Large E-Ink Screen 9.7\u02ba | Glare-Free & Eye-Friendly E-Reader | Wi-Fi | Adjustable SMARTlight | Micro-SD Slot | E-Readers for Kids, Adults & Seniors", "asin": "B09CLQJSCY", "price": "$269.00", "quantity": ""},
{"title": "PocketBook Verse Pro E-Reader Waterproof | Eye-Friendly 6'' E-Ink Carta\u2122 HD Touchscreen | Audio-Book & E-Book Reader | Text-to-Speech Function | SMARTlight | 16GB | WiFi & Bluetooth | Red", "asin": "B0CGVXDRGP", "price": "$185.00", "quantity": ""},
{"title": "Bigme B751C Color Ebook Reader 7 Inch E-Ink Paper Tablet for Notes Taking, Reading and Writing (Case and Stylus Included)", "asin": "B0CTCRD9XN", "price": "$279.00", "quantity": ""},
{"title": "PocketBook Verse Pro E-Reader Waterproof | Eye-Friendly 6'' E-Ink Carta\u2122 HD Touchscreen | Audio-Book & E-Book Reader | Text-to-Speech Function | SMARTlight | 16GB | WiFi & Bluetooth | Azure", "asin": "B0CGVXN52X", "price": "$189.00", "quantity": ""},
{"title": "Geniatech Kloudnote Slim 10.3\" Digital Notebook, E Ink Tablet and ePaper Notepad for ebook Reading and Writing, 227ppi ereader Device in 2025, 5.3mm Ultra-Thin (Grey)", "asin": "B0DKX87KKF", "price": "$319.99", "quantity": ""},
{"title": "Bigme inkNote Color + Lite Eink Tablet 10.3\" eBook Reader 4G 64GB E-Reader for Reading and Writing ePaper Tablet Digital Notepad with Stylus and Cover", "asin": "B0C5CWHLTW", "price": "$449.00", "quantity": ""},
{"title": "Android E-Ink ePaper Tablet, Paperwhite eBook Reader Digital Notebook for Note Taking, Drawing Paper White Graphics Notepad with Stylus and Case, Cloud Sync and Screen Casting - Model Mini 9.7\" Silver", "asin": "B0D5Y7DLXQ", "price": "$279.99", "quantity": ""},
{"title": "iFLYTEK AINOTE Air 2, 8.2-inch AI Note-Taking Tablet Writing Paper Tablets, Digital Notebook with Pen, Voice-to-Text Transcription, Multi-Languages Chatgpt Support, Supernote for Meetings & Study", "asin": "B0DLKSR2P4", "price": "$499.00", "quantity": ""},
{"title": "TUDIA SKN FLIP Designed for Onyx Boox Palma Case - [Magnetic Closure] Shockproof Slim Transparent TPU Back with Textured Leather 6.13\" Cover (Grey)", "asin": "B0DLBV5RLM", "price": "$21.99", "quantity": ""},
{"title": "PocketBook Era Color E-Reader | Eye-Friendly 7'' E-Ink Kaleido 3 Touch-Screen | Audio-Book & E-Book Reader | Waterproof | Text-to-Speech Function | Built-in Speaker | WiFi & Bluetooth | Stormy Sea", "asin": "B0D1Y883G2", "price": "$269.00", "quantity": ""},
{"title": "Android E-Ink ePaper Tablet, Paperwhite eBook Reader Digital Notebook for Note Taking, Drawing Paper White Graphics Notepad with Stylus and Case, Cloud Sync and Screen Casting - Model Mini 9.7\" Silver", "asin": "B0D5Y7DLXQ", "price": "$279.99", "quantity": ""},
{"title": "Meebook E-Reader M8 | 7.8' Eink Carta Screen | 300PPI Smart Light | Android 14 | Octa Core Processor | Dual Mics&Speakers | Support Play Store | Hand Writing | 4GB+64GB | Micro-SD Slot | White", "asin": "B0DWS9K4WW", "price": "$259.00", "quantity": ""},
{"title": "MEEBOOK (likebook) Ebook reader[M6C],6\u201dKaleido E-ink Color Screen+ Quad core Cortex A55, 1.8GHz CPU + 3GB RAM+ 32GB Memory\u3001Android 11\u3001Wifi\u3001Blutooth\u3001support Micro SD/TF card, White", "asin": "B0D8V7329H", "price": "$189.00", "quantity": ""},
{"title": "MEEBOOK M7 e-Book Reader | 6.8\" 300PPI HD E-Ink Screen eReader | Cold/Warm Light | Android 11 | Support Google Play Store | Speaker/OTG/Type C | Micro SD Card Slot | 3GB+32GB | Gray|", "asin": "B0CGN13DCZ", "price": "$199.00", "quantity": ""}],
"comparison_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00"},
{"title": "Meebook M8 | 7.8\" eReader | HD 300PPI Eink Screen | Octa-core 2.2Ghz | 4+64G | 1TB TF Slot Expansion | Android14 | WiFi | BT5.2 | Double Microphone/Speakers | G-Sensor | Support Google Play | White", "asin": "B0CGMZX5W7", "price": "$259.00"},
{"title": "PocketBook InkPad Lite | E-Book Reader with Large E-Ink Screen 9.7\u02ba | Glare-Free & Eye-Friendly E-Reader | Wi-Fi | Adjustable SMARTlight | Micro-SD Slot | E-Readers for Kids, Adults & Seniors", "asin": "B09CLQJSCY", "price": "$269.00"},
{"title": "MEEBOOK (likebook) Ebook reader[M6C],6\u201dKaleido E-ink Color Screen+ Quad core Cortex A55, 1.8GHz CPU + 3GB RAM+ 32GB Memory\u3001Android 11\u3001Wifi\u3001Blutooth\u3001support Micro SD/TF card, White", "asin": "B0D8V7329H", "price": "$189.00"},
{"title": "PocketBook Basic Lux 4 E-Book Reader | 6\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot", "asin": "B0CCNYKY6V", "price": "$109.28"},
{"title": "PocketBook Verse E-Readers | Eye-Friendly 6'' E-Ink Carta\u2122 HD Touchscreen | Adjustable SMARTlight | Up to 1 Month of Battery Life | WiFi & Memory Card Slot | E-Book Reader in Misty Grey", "asin": "B0CGVWV9Z2", "price": "$139.00"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-03T18:52:06.134Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-03T18:52:06.134Z
|
purchase
|
B0CDBYFH81
|
rule
|
2025-05-03T18:52:06.134Z
|
purchase
|
B0CDBYFH81
|
train
| 300 |
2025-05-03T18:52:06.134Z
|
purchase
|
B0CDBYFH81
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"}
{"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"}
{"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"}
{"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"}
{"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"}
{"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"}
{"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"}
{"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"}
{"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"}
{"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"}
{"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"}
{"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:02:52.076Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:03:05.766Z", "action": "input", "action_argument": "shirt"}
{"timestamp": "2025-04-20T06:03:06.040Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:03:12.001Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:03:12.844Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:03:37.104Z", "action": "input", "action_argument": "shirt silver"}
{"timestamp": "2025-04-20T06:03:38.959Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:03:49.386Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:03:50.864Z", "action": "input", "action_argument": "shirt silk"}
{"timestamp": "2025-04-20T06:03:51.205Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:04:04.326Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:04:06.039Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:04:14.914Z", "action": "input", "action_argument": "shirt silk"}
{"timestamp": "2025-04-20T06:04:15.077Z", "action": "input", "action_argument": "shirt silk"}
{"timestamp": "2025-04-20T06:04:15.122Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:04:16.690Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:04:17.880Z", "action": "input", "action_argument": "shirt"}
{"timestamp": "2025-04-20T06:04:18.206Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:04:24.104Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:04:26.603Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:04:30.575Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:04:43.706Z", "action": "input", "action_argument": "shirt"}
{"timestamp": "2025-04-20T06:04:43.802Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T06:04:49.593Z", "action": "input", "action_argument": "shirt for men"}
{"timestamp": "2025-04-20T06:04:49.939Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:04:55.425Z", "action": "input", "action_argument": "shirt"}
{"timestamp": "2025-04-20T06:04:55.829Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:13:41.979Z", "action": "input", "action_argument": "\u773c\u7528\u6e7f\u5dfe"}
{"timestamp": "2025-04-20T14:13:42.190Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:13:49.255Z", "action": "input", "action_argument": "\u6e7f\u5dfe"}
{"timestamp": "2025-04-20T14:13:49.509Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:13:57.346Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-20T14:14:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:14:37.980Z", "action": "input", "action_argument": "Baby Wipes Sensitive"}
{"timestamp": "2025-04-20T14:14:38.237Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:14:42.108Z", "action": "click_product", "action_argument": "B07XMFVN95"}
{"timestamp": "2025-04-20T14:15:34.925Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-20T14:15:36.655Z", "action": "purchase", "action_argument": "B07XMFVN95"}
{"timestamp": "2025-04-28T14:03:23.312Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-28T14:04:43.224Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-28T14:04:47.977Z", "action": "purchase", "action_argument": "B0D3YRB8ZW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T18:50:42.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T18:51:36.990Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$241.00", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - Motivational 64 oz BPA Free B Ombre Jug", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$69.99", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$31.20", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.94", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$56.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$109.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$5.97", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"product_details": [{"asin": "B0CDBYFH81"},
{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray"},
{"price": "$199.00"},
{"bullet_list": "\ud83d\udcd81. 6.8\" E-ink Carta HD display: Carta 1200 Screen 1648*1236 300PPI HD screen, Reads like real paper with the latest e-ink technology for faster page turns . 24 level Adjustable Colour Temperature brightness lets you free read indoors and outdoors, day and night \ud83d\udcd82. Android 11 System: Cortex A55 Ouad Core processor, Android Open source ensure you can install Tons of 3rd party applications,provides you with abundant reading resourses, Out speaker support Audio ebooks and musics,switch seamlessly between reading and listening, listen to your story \ud83d\udcd83. Professional Zreader : Comes with Physical buttons ,Flexible and Intelligent reading settings, Optimized Font technology, Support multiple formats in market: PDF,DVJU,EPUB, MOBI, AZW3,TXT, HTML, RTF, FB2.zip, PDB, DOC, JPG, PNG, GIF, BMP, MP3, WAV, CBR, CBZ. \ud83d\udcd84. Multiple Ways of Transmition: Dual brand WIFI signal , Bluetooth, WIFI Data transfer, 3G+32G Storage enough to hold your full prviate library,Support Extension TF card upto 1TB \ud83d\udcd85.Long working time :Built-in 2900mAh battery ensure working one month , Beeze free design and Smartest Pocket Size make you can Carry and read it everywhere. (battery life may vary depending on actual use ) \ud83d\udcd86. 256 Gray Leavel Display: Excellent PDF reading experience , 256-level Black&white contrast .No Discount in Reading.After 256 gray level opened , pictiures display will more sofer and delicated, the natural display gradient will be a good parnter of comics and graphic documents reading \ud83d\udcd87. This link do not including any free leather cover"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"promotion_items": [{"title": "PocketBook InkPad Lite | E-Book Reader with Large E-Ink Screen 9.7\u02ba | Glare-Free & Eye-Friendly E-Reader | Wi-Fi | Adjustable SMARTlight | Micro-SD Slot | E-Readers for Kids, Adults & Seniors", "asin": "B09CLQJSCY", "price": "$269.00", "quantity": ""},
{"title": "PocketBook Verse Pro E-Reader Waterproof | Eye-Friendly 6'' E-Ink Carta\u2122 HD Touchscreen | Audio-Book & E-Book Reader | Text-to-Speech Function | SMARTlight | 16GB | WiFi & Bluetooth | Red", "asin": "B0CGVXDRGP", "price": "$185.00", "quantity": ""},
{"title": "Bigme B751C Color Ebook Reader 7 Inch E-Ink Paper Tablet for Notes Taking, Reading and Writing (Case and Stylus Included)", "asin": "B0CTCRD9XN", "price": "$279.00", "quantity": ""},
{"title": "PocketBook Verse Pro E-Reader Waterproof | Eye-Friendly 6'' E-Ink Carta\u2122 HD Touchscreen | Audio-Book & E-Book Reader | Text-to-Speech Function | SMARTlight | 16GB | WiFi & Bluetooth | Azure", "asin": "B0CGVXN52X", "price": "$189.00", "quantity": ""},
{"title": "Geniatech Kloudnote Slim 10.3\" Digital Notebook, E Ink Tablet and ePaper Notepad for ebook Reading and Writing, 227ppi ereader Device in 2025, 5.3mm Ultra-Thin (Grey)", "asin": "B0DKX87KKF", "price": "$319.99", "quantity": ""},
{"title": "Bigme inkNote Color + Lite Eink Tablet 10.3\" eBook Reader 4G 64GB E-Reader for Reading and Writing ePaper Tablet Digital Notepad with Stylus and Cover", "asin": "B0C5CWHLTW", "price": "$449.00", "quantity": ""},
{"title": "Android E-Ink ePaper Tablet, Paperwhite eBook Reader Digital Notebook for Note Taking, Drawing Paper White Graphics Notepad with Stylus and Case, Cloud Sync and Screen Casting - Model Mini 9.7\" Silver", "asin": "B0D5Y7DLXQ", "price": "$279.99", "quantity": ""},
{"title": "iFLYTEK AINOTE Air 2, 8.2-inch AI Note-Taking Tablet Writing Paper Tablets, Digital Notebook with Pen, Voice-to-Text Transcription, Multi-Languages Chatgpt Support, Supernote for Meetings & Study", "asin": "B0DLKSR2P4", "price": "$499.00", "quantity": ""},
{"title": "TUDIA SKN FLIP Designed for Onyx Boox Palma Case - [Magnetic Closure] Shockproof Slim Transparent TPU Back with Textured Leather 6.13\" Cover (Grey)", "asin": "B0DLBV5RLM", "price": "$21.99", "quantity": ""},
{"title": "PocketBook Era Color E-Reader | Eye-Friendly 7'' E-Ink Kaleido 3 Touch-Screen | Audio-Book & E-Book Reader | Waterproof | Text-to-Speech Function | Built-in Speaker | WiFi & Bluetooth | Stormy Sea", "asin": "B0D1Y883G2", "price": "$269.00", "quantity": ""},
{"title": "Android E-Ink ePaper Tablet, Paperwhite eBook Reader Digital Notebook for Note Taking, Drawing Paper White Graphics Notepad with Stylus and Case, Cloud Sync and Screen Casting - Model Mini 9.7\" Silver", "asin": "B0D5Y7DLXQ", "price": "$279.99", "quantity": ""},
{"title": "Meebook E-Reader M8 | 7.8' Eink Carta Screen | 300PPI Smart Light | Android 14 | Octa Core Processor | Dual Mics&Speakers | Support Play Store | Hand Writing | 4GB+64GB | Micro-SD Slot | White", "asin": "B0DWS9K4WW", "price": "$259.00", "quantity": ""},
{"title": "MEEBOOK (likebook) Ebook reader[M6C],6\u201dKaleido E-ink Color Screen+ Quad core Cortex A55, 1.8GHz CPU + 3GB RAM+ 32GB Memory\u3001Android 11\u3001Wifi\u3001Blutooth\u3001support Micro SD/TF card, White", "asin": "B0D8V7329H", "price": "$189.00", "quantity": ""},
{"title": "MEEBOOK M7 e-Book Reader | 6.8\" 300PPI HD E-Ink Screen eReader | Cold/Warm Light | Android 11 | Support Google Play Store | Speaker/OTG/Type C | Micro SD Card Slot | 3GB+32GB | Gray|", "asin": "B0CGN13DCZ", "price": "$199.00", "quantity": ""}],
"comparison_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00"},
{"title": "Meebook M8 | 7.8\" eReader | HD 300PPI Eink Screen | Octa-core 2.2Ghz | 4+64G | 1TB TF Slot Expansion | Android14 | WiFi | BT5.2 | Double Microphone/Speakers | G-Sensor | Support Google Play | White", "asin": "B0CGMZX5W7", "price": "$259.00"},
{"title": "PocketBook InkPad Lite | E-Book Reader with Large E-Ink Screen 9.7\u02ba | Glare-Free & Eye-Friendly E-Reader | Wi-Fi | Adjustable SMARTlight | Micro-SD Slot | E-Readers for Kids, Adults & Seniors", "asin": "B09CLQJSCY", "price": "$269.00"},
{"title": "MEEBOOK (likebook) Ebook reader[M6C],6\u201dKaleido E-ink Color Screen+ Quad core Cortex A55, 1.8GHz CPU + 3GB RAM+ 32GB Memory\u3001Android 11\u3001Wifi\u3001Blutooth\u3001support Micro SD/TF card, White", "asin": "B0D8V7329H", "price": "$189.00"},
{"title": "PocketBook Basic Lux 4 E-Book Reader | 6\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot", "asin": "B0CCNYKY6V", "price": "$109.28"},
{"title": "PocketBook Verse E-Readers | Eye-Friendly 6'' E-Ink Carta\u2122 HD Touchscreen | Adjustable SMARTlight | Up to 1 Month of Battery Life | WiFi & Memory Card Slot | E-Book Reader in Misty Grey", "asin": "B0CGVWV9Z2", "price": "$139.00"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-03T18:52:06.134Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:38.959Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:49.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:03:51.205Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:06.039Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:14.914Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.077Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.122Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:16.690Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:17.880Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:18.206Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:24.104Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:26.603Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:30.575Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:43.706Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:43.802Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T06:04:49.593Z\", \"action\": \"input\", \"action_argument\": \"shirt for men\"}\n{\"timestamp\": \"2025-04-20T06:04:49.939Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:55.425Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:55.829Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:13:41.979Z\", \"action\": \"input\", \"action_argument\": \"\\u773c\\u7528\\u6e7f\\u5dfe\"}\n{\"timestamp\": \"2025-04-20T14:13:42.190Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:13:49.255Z\", \"action\": \"input\", \"action_argument\": \"\\u6e7f\\u5dfe\"}\n{\"timestamp\": \"2025-04-20T14:13:49.509Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:13:57.346Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T14:14:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:14:37.980Z\", \"action\": \"input\", \"action_argument\": \"Baby Wipes Sensitive\"}\n{\"timestamp\": \"2025-04-20T14:14:38.237Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:14:42.108Z\", \"action\": \"click_product\", \"action_argument\": \"B07XMFVN95\"}\n{\"timestamp\": \"2025-04-20T14:15:34.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T14:15:36.655Z\", \"action\": \"purchase\", \"action_argument\": \"B07XMFVN95\"}\n{\"timestamp\": \"2025-04-28T14:03:23.312Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-28T14:04:43.224Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-28T14:04:47.977Z\", \"action\": \"purchase\", \"action_argument\": \"B0D3YRB8ZW\"}\n{\"timestamp\": \"2025-05-03T18:50:42.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T18:51:36.990Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-05-03T18:52:06.134Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T17:30:43.772Z\", // 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"}
{"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"}
{"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"}
{"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"}
{"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"}
{"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"}
{"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"}
{"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:02:52.076Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:03:05.766Z", "action": "input", "action_argument": "shirt"}
{"timestamp": "2025-04-20T06:03:06.040Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:03:12.001Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:03:12.844Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:03:37.104Z", "action": "input", "action_argument": "shirt silver"}
{"timestamp": "2025-04-20T06:03:38.959Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:03:49.386Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:03:50.864Z", "action": "input", "action_argument": "shirt silk"}
{"timestamp": "2025-04-20T06:03:51.205Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:04:04.326Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:04:06.039Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:04:14.914Z", "action": "input", "action_argument": "shirt silk"}
{"timestamp": "2025-04-20T06:04:15.077Z", "action": "input", "action_argument": "shirt silk"}
{"timestamp": "2025-04-20T06:04:15.122Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:04:16.690Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:04:17.880Z", "action": "input", "action_argument": "shirt"}
{"timestamp": "2025-04-20T06:04:18.206Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:04:24.104Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:04:26.603Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:04:30.575Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:04:43.706Z", "action": "input", "action_argument": "shirt"}
{"timestamp": "2025-04-20T06:04:43.802Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T06:04:49.593Z", "action": "input", "action_argument": "shirt for men"}
{"timestamp": "2025-04-20T06:04:49.939Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:04:55.425Z", "action": "input", "action_argument": "shirt"}
{"timestamp": "2025-04-20T06:04:55.829Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:13:41.979Z", "action": "input", "action_argument": "\u773c\u7528\u6e7f\u5dfe"}
{"timestamp": "2025-04-20T14:13:42.190Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:13:49.255Z", "action": "input", "action_argument": "\u6e7f\u5dfe"}
{"timestamp": "2025-04-20T14:13:49.509Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:13:57.346Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-20T14:14:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:14:37.980Z", "action": "input", "action_argument": "Baby Wipes Sensitive"}
{"timestamp": "2025-04-20T14:14:38.237Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:14:42.108Z", "action": "click_product", "action_argument": "B07XMFVN95"}
{"timestamp": "2025-04-20T14:15:34.925Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-20T14:15:36.655Z", "action": "purchase", "action_argument": "B07XMFVN95"}
{"timestamp": "2025-04-28T14:03:23.312Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-28T14:04:43.224Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-28T14:04:47.977Z", "action": "purchase", "action_argument": "B0D3YRB8ZW"}
{"timestamp": "2025-05-03T18:50:42.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T18:51:36.990Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-05-03T18:52:06.134Z", "action": "purchase", "action_argument": "B0CDBYFH81"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-05T17:30:43.772Z", // 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>
|
2025-05-05T17:30:43.772Z
|
input
|
鱼缸
|
rule
|
2025-05-05T17:30:43.772Z
|
input
|
鱼缸
|
train
| 301 |
2025-05-05T17:30:43.772Z
|
input
|
鱼缸
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"}
{"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"}
{"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"}
{"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"}
{"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"}
{"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"}
{"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"}
{"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:02:52.076Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:03:05.766Z", "action": "input", "action_argument": "shirt"}
{"timestamp": "2025-04-20T06:03:06.040Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:03:12.001Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:03:12.844Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:03:37.104Z", "action": "input", "action_argument": "shirt silver"}
{"timestamp": "2025-04-20T06:03:38.959Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:03:49.386Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:03:50.864Z", "action": "input", "action_argument": "shirt silk"}
{"timestamp": "2025-04-20T06:03:51.205Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:04:04.326Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:04:06.039Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:04:14.914Z", "action": "input", "action_argument": "shirt silk"}
{"timestamp": "2025-04-20T06:04:15.077Z", "action": "input", "action_argument": "shirt silk"}
{"timestamp": "2025-04-20T06:04:15.122Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:04:16.690Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:04:17.880Z", "action": "input", "action_argument": "shirt"}
{"timestamp": "2025-04-20T06:04:18.206Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:04:24.104Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:04:26.603Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:04:30.575Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:04:43.706Z", "action": "input", "action_argument": "shirt"}
{"timestamp": "2025-04-20T06:04:43.802Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T06:04:49.593Z", "action": "input", "action_argument": "shirt for men"}
{"timestamp": "2025-04-20T06:04:49.939Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:04:55.425Z", "action": "input", "action_argument": "shirt"}
{"timestamp": "2025-04-20T06:04:55.829Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:13:41.979Z", "action": "input", "action_argument": "\u773c\u7528\u6e7f\u5dfe"}
{"timestamp": "2025-04-20T14:13:42.190Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:13:49.255Z", "action": "input", "action_argument": "\u6e7f\u5dfe"}
{"timestamp": "2025-04-20T14:13:49.509Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:13:57.346Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-20T14:14:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:14:37.980Z", "action": "input", "action_argument": "Baby Wipes Sensitive"}
{"timestamp": "2025-04-20T14:14:38.237Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:14:42.108Z", "action": "click_product", "action_argument": "B07XMFVN95"}
{"timestamp": "2025-04-20T14:15:34.925Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-20T14:15:36.655Z", "action": "purchase", "action_argument": "B07XMFVN95"}
{"timestamp": "2025-04-28T14:03:23.312Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-28T14:04:43.224Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-28T14:04:47.977Z", "action": "purchase", "action_argument": "B0D3YRB8ZW"}
{"timestamp": "2025-05-03T18:50:42.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T18:51:36.990Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-05-03T18:52:06.134Z", "action": "purchase", "action_argument": "B0CDBYFH81"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-05T17:30:43.772Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:38.959Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:49.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:03:51.205Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:06.039Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:14.914Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.077Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.122Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:16.690Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:17.880Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:18.206Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:24.104Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:26.603Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:30.575Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:43.706Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:43.802Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T06:04:49.593Z\", \"action\": \"input\", \"action_argument\": \"shirt for men\"}\n{\"timestamp\": \"2025-04-20T06:04:49.939Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:55.425Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:55.829Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:13:41.979Z\", \"action\": \"input\", \"action_argument\": \"\\u773c\\u7528\\u6e7f\\u5dfe\"}\n{\"timestamp\": \"2025-04-20T14:13:42.190Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:13:49.255Z\", \"action\": \"input\", \"action_argument\": \"\\u6e7f\\u5dfe\"}\n{\"timestamp\": \"2025-04-20T14:13:49.509Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:13:57.346Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T14:14:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:14:37.980Z\", \"action\": \"input\", \"action_argument\": \"Baby Wipes Sensitive\"}\n{\"timestamp\": \"2025-04-20T14:14:38.237Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:14:42.108Z\", \"action\": \"click_product\", \"action_argument\": \"B07XMFVN95\"}\n{\"timestamp\": \"2025-04-20T14:15:34.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T14:15:36.655Z\", \"action\": \"purchase\", \"action_argument\": \"B07XMFVN95\"}\n{\"timestamp\": \"2025-04-28T14:03:23.312Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-28T14:04:43.224Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-28T14:04:47.977Z\", \"action\": \"purchase\", \"action_argument\": \"B0D3YRB8ZW\"}\n{\"timestamp\": \"2025-05-03T18:50:42.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T18:51:36.990Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-05-03T18:52:06.134Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T17:30:43.772Z\", \"action\": \"input\", \"action_argument\": \"\\u9c7c\\u7f38\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u9c7c\\u7f38\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T17:30:43.998Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"}
{"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"}
{"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"}
{"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"}
{"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"}
{"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"}
{"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"}
{"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:02:52.076Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:03:05.766Z", "action": "input", "action_argument": "shirt"}
{"timestamp": "2025-04-20T06:03:06.040Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:03:12.001Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:03:12.844Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:03:37.104Z", "action": "input", "action_argument": "shirt silver"}
{"timestamp": "2025-04-20T06:03:38.959Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:03:49.386Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:03:50.864Z", "action": "input", "action_argument": "shirt silk"}
{"timestamp": "2025-04-20T06:03:51.205Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:04:04.326Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:04:06.039Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:04:14.914Z", "action": "input", "action_argument": "shirt silk"}
{"timestamp": "2025-04-20T06:04:15.077Z", "action": "input", "action_argument": "shirt silk"}
{"timestamp": "2025-04-20T06:04:15.122Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:04:16.690Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:04:17.880Z", "action": "input", "action_argument": "shirt"}
{"timestamp": "2025-04-20T06:04:18.206Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:04:24.104Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:04:26.603Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:04:30.575Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:04:43.706Z", "action": "input", "action_argument": "shirt"}
{"timestamp": "2025-04-20T06:04:43.802Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T06:04:49.593Z", "action": "input", "action_argument": "shirt for men"}
{"timestamp": "2025-04-20T06:04:49.939Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:04:55.425Z", "action": "input", "action_argument": "shirt"}
{"timestamp": "2025-04-20T06:04:55.829Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:13:41.979Z", "action": "input", "action_argument": "\u773c\u7528\u6e7f\u5dfe"}
{"timestamp": "2025-04-20T14:13:42.190Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:13:49.255Z", "action": "input", "action_argument": "\u6e7f\u5dfe"}
{"timestamp": "2025-04-20T14:13:49.509Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:13:57.346Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-20T14:14:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:14:37.980Z", "action": "input", "action_argument": "Baby Wipes Sensitive"}
{"timestamp": "2025-04-20T14:14:38.237Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:14:42.108Z", "action": "click_product", "action_argument": "B07XMFVN95"}
{"timestamp": "2025-04-20T14:15:34.925Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-20T14:15:36.655Z", "action": "purchase", "action_argument": "B07XMFVN95"}
{"timestamp": "2025-04-28T14:03:23.312Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-28T14:04:43.224Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-28T14:04:47.977Z", "action": "purchase", "action_argument": "B0D3YRB8ZW"}
{"timestamp": "2025-05-03T18:50:42.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T18:51:36.990Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-05-03T18:52:06.134Z", "action": "purchase", "action_argument": "B0CDBYFH81"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T17:30:43.772Z", "action": "input", "action_argument": "\u9c7c\u7f38"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "\u9c7c\u7f38"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-05T17:30:43.998Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-05T17:30:43.998Z
|
click
|
search
|
rule
|
2025-05-05T17:30:43.998Z
|
click
|
search
|
train
| 302 |
2025-05-05T17:30:43.998Z
|
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": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"}
{"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"}
{"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"}
{"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"}
{"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"}
{"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"}
{"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"}
{"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:02:52.076Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:03:05.766Z", "action": "input", "action_argument": "shirt"}
{"timestamp": "2025-04-20T06:03:06.040Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:03:12.001Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:03:12.844Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:03:37.104Z", "action": "input", "action_argument": "shirt silver"}
{"timestamp": "2025-04-20T06:03:38.959Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:03:49.386Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:03:50.864Z", "action": "input", "action_argument": "shirt silk"}
{"timestamp": "2025-04-20T06:03:51.205Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:04:04.326Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:04:06.039Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:04:14.914Z", "action": "input", "action_argument": "shirt silk"}
{"timestamp": "2025-04-20T06:04:15.077Z", "action": "input", "action_argument": "shirt silk"}
{"timestamp": "2025-04-20T06:04:15.122Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:04:16.690Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:04:17.880Z", "action": "input", "action_argument": "shirt"}
{"timestamp": "2025-04-20T06:04:18.206Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:04:24.104Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:04:26.603Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:04:30.575Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-20T06:04:43.706Z", "action": "input", "action_argument": "shirt"}
{"timestamp": "2025-04-20T06:04:43.802Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T06:04:49.593Z", "action": "input", "action_argument": "shirt for men"}
{"timestamp": "2025-04-20T06:04:49.939Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T06:04:55.425Z", "action": "input", "action_argument": "shirt"}
{"timestamp": "2025-04-20T06:04:55.829Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:13:41.979Z", "action": "input", "action_argument": "\u773c\u7528\u6e7f\u5dfe"}
{"timestamp": "2025-04-20T14:13:42.190Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:13:49.255Z", "action": "input", "action_argument": "\u6e7f\u5dfe"}
{"timestamp": "2025-04-20T14:13:49.509Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:13:57.346Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-20T14:14:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:14:37.980Z", "action": "input", "action_argument": "Baby Wipes Sensitive"}
{"timestamp": "2025-04-20T14:14:38.237Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:14:42.108Z", "action": "click_product", "action_argument": "B07XMFVN95"}
{"timestamp": "2025-04-20T14:15:34.925Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-20T14:15:36.655Z", "action": "purchase", "action_argument": "B07XMFVN95"}
{"timestamp": "2025-04-28T14:03:23.312Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-28T14:04:43.224Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-28T14:04:47.977Z", "action": "purchase", "action_argument": "B0D3YRB8ZW"}
{"timestamp": "2025-05-03T18:50:42.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T18:51:36.990Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-05-03T18:52:06.134Z", "action": "purchase", "action_argument": "B0CDBYFH81"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T17:30:43.772Z", "action": "input", "action_argument": "\u9c7c\u7f38"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "\u9c7c\u7f38"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-05T17:30:43.998Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-01T00:09:12.232Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-01T00:09:12.232Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-01T00:09:12.232Z
|
input
|
bike pump with gauge
|
rule
|
2025-04-01T00:09:12.232Z
|
input
|
bike pump with gauge
|
train
| 303 |
2025-04-01T00:09:12.232Z
|
input
|
bike pump with gauge
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon 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": "2025-04-01T00:09:12.232Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"bike pump with gauge\"}],\n\"cart_items\": [{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$30.54\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$149.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"AT003 Tire Inflator Portable Air Compressor, Auto Air Pump for Car Tires, Tire Inflator 150PSI with 6000mAh Battery, Pressure Gauge & LED Screen, Air Compressor for Car, Motorcycle, Bike, Ball\", \"asin\": \"B0D33K47Z9\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Tiny Pump Bike Pump with Gauge Portable Ultra-Mini 120PSI Electric Bicycle Pump Type-C Rechargeable Battery\", \"asin\": \"B0CZ8CN81G\", \"price\": \"$64.59\", \"quantity\": \"\"},\n{\"title\": \"Tiny Pump Mini Bike Tire Pump with Gauge, 120PSI Portable Electric Bicycle Air Pump, Auto Stop, Type-C Rechargeable Battery with Presta and Schrader Valve\", \"asin\": \"B0CZ6MPT1G\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"YOUNGDO Tire Inflator Portable Air Compressor, 150 PSI & 6000mAh, Tire Inflator with Pressure Gauge, Quick Inflation for Car,Motorcycle,Bike,Balls, Rechargeable Via USB-C as Torch and Power Bank\", \"asin\": \"B0CRR19QLT\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Tire Inflator Portable Air Compressor, 15000mAh and 150PSI Car Tire Pump with Pressure Display for Cars, Motorcycles, Bicycles, Ball Bikes with Tire Pressure Gauge, Dual-Use Type\", \"asin\": \"B0DHKC2XVL\", \"price\": \"$41.00\", \"quantity\": \"\"},\n{\"title\": \"HOTO Mini Bike Tire Pump, 25s Fast Inflate Bicycle Pump with Guage, 150PSI Portable Electric Bike Air Pump with Presta and Schrader Valve for Road Bike, Motorcycle, Mountain Bike\", \"asin\": \"B0DCG1JGKN\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Fanttik X8 APEX EV Tire Inflator Portable Air Pump, 2X Faster Inflation, 150PSI Cordless Air Compressor with Powerful Battery, Fits Electric Cars, Cars, Motorcycles, Bikes, Balls, Deluxe Package\", \"asin\": \"B0CQYPJV9M\", \"price\": \"$83.97\", \"quantity\": \"\"},\n{\"title\": \"CYCPLUS Electric Air Compressor Portable Bicycle Pump Car Tire Inflator, Max 150 PSI, Auto Shut-Off Air Pump with Presta and Schrader Valves for All Bicycles Motorcycles and Cars\", \"asin\": \"B07B65GN6W\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Airmoto Tire Inflator Portable Air Compressor - Air Pump For Car Tires with Digital Pressure Gauge, LED Light and Auto Shut-Off Function - Cordless Pump for Car, Motorcycle, Bicycle, Balls and More\", \"asin\": \"B094DMH7ZM\", \"price\": \"$63.99\", \"quantity\": \"\"},\n{\"title\": \"Tire Inflator Portable Air Compressor-Air Pump 150PSI Cordless Electric for Car, Motorcycle, Bike, Ball, with Tire Gauge Pressure, Dual-Use Type (orange)\", \"asin\": \"B0DM1N7569\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Tire Inflator Portable Air Compressor 3-in-1: Tire Inflator with Power Bank & LED Flashlight, Cordless Rechargeable Pump for Cars, Bikes, Balls, Digital Pressure Gauge, 12V Power Car Power Adapter\", \"asin\": \"B0DSLF4TWW\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Tire Inflator Portable Air Compressor, 170PSI Cordless Air Pump, 4X Faster Air Compressor with Pressure Detection, One Click Smart Tire Pump for Car, Motorcycle, Bicycle and Ball\", \"asin\": \"B0DCW1FF8N\", \"price\": \"$49.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"NEVERLAND Tire Inflator Portable Air Compressor - 4X Faster 150 PSI Air Pump for Car Tires, Electric Bike Pump with Pressure Gauge, Auto-Shutoff Cordless Tires Pump for Car Bicycle Motorcycle Ball\", \"asin\": \"B0DR2BT81F\"}],\n\"search_results\": [{\"title\": \"Portable Air Pump for Car Tires, 150 PSI Tire Inflator Cordless with LED Light, Rechargeable Auto Shut-off Air Compressor 2X Fast Inflation Tire Pumps for Car Bike Motorcycle Ball\", \"asin\": \"B0D9NBMDTQ\", \"price\": \"$25.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"CYCPLUS Electric Air Compressor Portable Bicycle Pump Car Tire Inflator, Max 150 PSI, Auto Shut-Off Air Pump with Presta and Schrader Valves for All Bicycles Motorcycles and Cars\", \"asin\": \"B07B65GN6W\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"Tire Inflator Portable Air Compressor, Electric Bike Tire Pump with Gauge, Air Pump for Car Tires, 150PSI, Mobile Air Compressor for Car, Motorcycle, Electric Bike, by Woowind\", \"asin\": \"B09MYNX9BV\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"Tire Inflator Portable Air Compressor, Bike Pump, 150PSI Air Pump for Car Tires with LCD Dual Screen and Digital Tire Pressure Gauge, Air Compressor for Bicycle, Motorcycle, Compact Car, Ball\", \"asin\": \"B0D941D1ZG\", \"price\": \"$22.48\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"Airmoto Tire Inflator Portable Air Compressor - Air Pump For Car Tires with Digital Pressure Gauge, LED Light and Auto Shut-Off Function - Cordless Pump for Car, Motorcycle, Bicycle, Balls and More\", \"asin\": \"B094DMH7ZM\", \"price\": \"$63.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"BV Bicycle Pump Durable Bike Floor Pump 17/24 inch Smart Valve Head, 160 psi, Automatically Reversible Presta and Schrader\", \"asin\": \"B09BBHR6TY\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"Schwinn Basic Floor Bike Pump, Up to 120 Max PSI, Dual Head Fits Schrader and Presta Valve Types, Air Center, Easy-to-Carry Portable and Convenient Design, Bicycle Essentials for Easy Road Riding\", \"asin\": \"B072J8D6GR\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Sat, Apr 5 for Prime members\"},\n{\"title\": \"VIMILOLO Bike Pump, Air Bicycle Pump Inflator for Presta and Schrader Valve Tire Ball Bike Portable Pumps 160PSI & 11BAR\", \"asin\": \"B0DBV4R37H\", \"price\": \"$13.49\", \"delivery\": \"FREE delivery Fri, Apr 4\"},\n{\"title\": \"Hycline Bike Floor Pump: Bicycle Tire Pump 160 PSI High Pressure - Air Pumps with Presta and Schrader Valve - Inflator for MTB BMX Tires, Balls, Balloons, Inflatables\", \"asin\": \"B0BTLNQMJZ\", \"price\": \"$12.74\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"Franklin Sports Air Pump With High-Pressure Foot Pedal for Sports Balls, Bikes, Inflatables and More - Compact and Heavy Duty\", \"asin\": \"B00UWHEYB2\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"Topeak JoeBlow Sport III, High Pressure Bike Floor Pump, 160 PSI, 3\\\" Analog Gauge\", \"asin\": \"B077KXQ995\", \"price\": \"$57.30\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"AIRBANK Mini Bike Pump with Gauge, Pocket 2 PRO, Electric Bicycle Pump Portable 120 PSI, Rechargeable Bike Air Pump for Road Bike, Mountain Bike, Sports Balls for Schrader & Presta Valve\", \"asin\": \"B0DSZTZ3NM\", \"price\": \"$75.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"Topeak JoeBlow Bike Pump \\u2013 High-Pressure Floor Pump\", \"asin\": \"B083TPF36G\", \"price\": \"$59.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"Tire Inflator Portable Air Compressor - 4X Air Pump for Car Tires, 150PSI&10000mAh Portable Tire Inflator for Car, 12DC Air Pump with Pressure Gauge/LED Light, Bike/Motorcycle/Ball/Car Accessories\", \"asin\": \"B0CN6D287L\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"Pro Bike Tool Mini Bike Pump with Gauge, Presta and Schrader Valve Compatible Bicycle Tire Pump for Road, Mountain and BMX Bikes, High Pressure 100 Psi, Mount\", \"asin\": \"B00XLGKU14\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 1\"},\n{\"title\": \"Tire Inflator Portable Air Compressor, 150 PSI Cordless Mini Bike Tire Pump, Air Pump for Auto, Motorcycle, Bicycle, Balls with Pressure Gauge&LED Light, Black, Medium\", \"asin\": \"B0DDTBGF1G\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"Fanttik X9 Ace Mini Bike Tire Pump, 32s Fast Inflate Bike Pump with Gauge, 150PSI Electric Air Pump with Presta and Schrader Valve, Suitable for Road Bike, Mountain Bike, E-Bike\", \"asin\": \"B0CLTTB86X\", \"price\": \"$34.97\", \"delivery\": \"FREE delivery Fri, Apr 4\"},\n{\"title\": \"Vibrelli Vibrelli Bike Floor Pump with Gauge - High Pressure 160 PSI - Presta Valve Bike Pump Automatically Switches to Schrader - Bicycle Pump Comes with Glueless Puncture Kit\", \"asin\": \"B017ADD9N4\", \"price\": \"$32.43\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"X-1000 Bike Pump \\u2013 Unique AerTight Pump Head for Easiest use with Both Presta and Schrader Bicycle Pump Valves \\u2013 Pressure Gauge \\u2013 160 PSI\", \"asin\": \"B00OP5KB0K\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"Tire Inflator Portable Air Compressor - ZGZUXO 150PSI Cordless Air Pump for Car Tires with Pressure Gauge LED Light, Electric Bike Tire Pump for Car Motorcycle Bicycle Ball, Bike Accessories\", \"asin\": \"B0CF9WQSXP\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"Tire Inflator Portable Air Compressor 3-in-1: Tire Inflator with Power Bank & LED Flashlight, Cordless Rechargeable Pump for Cars, Bikes, Balls, Digital Pressure Gauge, 12V Power Car Power Adapter\", \"asin\": \"B0DSLF4TWW\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"Fanttik X8 APEX EV Tire Inflator Portable Air Pump, 2X Faster Inflation, 150PSI Cordless Air Compressor with Powerful Battery, Fits Electric Cars, Cars, Motorcycles, Bikes, Balls, Deluxe Package\", \"asin\": \"B0CQYPJV9M\", \"price\": \"$83.97\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"VIMILOLO Bike Pump, Air Bicycle Pump Inflator for Presta and Schrader Valve Tire Ball Bike Portable Pumps 160PSI\", \"asin\": \"B0BCNVSM5B\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"GOBKO Bike Pump with Gauge,Bicycle Floor Pump for Presta and Schrader Valves Bike Tire Pumps Inflator High Pressure 160PSI & 11BAR Portable Air Pump for Road Bike Car MTB Sports Balls\", \"asin\": \"B094TXY2CD\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 4\"},\n{\"title\": \"Tire Inflator Portable Air Compressor - ZGZUXO 150PSI Cordless Air Pump for Car Tires with Pressure Gauge LED Light, Electric Bike Tire Pump for Car Motorcycle Bicycle Ball, Bike Accessories\", \"asin\": \"B0CF9WQSXP\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"CYCPLUS Electric Air Compressor Portable Bicycle Pump Car Tire Inflator, Max 150 PSI, Auto Shut-Off Air Pump with Presta and Schrader Valves for All Bicycles Motorcycles and Cars\", \"asin\": \"B07B65GN6W\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"Schwinn Air Sport Mini Bike Pump, Foot to Floor or Hand Pump Option, Fits Schrader and Presta Valve Types, Easy-to-Carry Portable and Convenient Design, Bicycle Essentials for Easy Road Riding\", \"asin\": \"B071FG4JGW\", \"price\": \"$11.79\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"Bike Pump Floor, Advanced Bike Tire Inflator, Bicycle Hand Air Pump with Dual Presta and Schrader Valves, Bike Pump, Suitable for Road and Mountain Bikes, Baby Stroller, Balls (Portable)\", \"asin\": \"B0C62BLMJ4\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"CLOLOP Bike Floor Pump with Gauge,Bike Air Pump Tire Pump Inflator, for Presta and Schrader Valve, Bicycle Pump, Ball Pump for All Bikes and Sports Balls\", \"asin\": \"B0BCVM9DVD\", \"price\": \"$9.96\", \"delivery\": \"FREE delivery Fri, Apr 4\"},\n{\"title\": \"Tire Inflator Portable Air Compressor, Bike Pump, 150PSI Air Pump for Car Tires with LCD Dual Screen and Digital Tire Pressure Gauge, Air Compressor for Bicycle, Motorcycle, Compact Car, Ball\", \"asin\": \"B0D941D1ZG\", \"price\": \"$22.48\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"Hycline Bike Floor Pump with Gauge: 160 PSI High Pressure Bicycle Pumps - Durable Air Pump Fits Presta & Schrader Valve - Inflator for Road MTB Tire, Ball, Balloon, Inflatables\", \"asin\": \"B0DBVBQK84\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"Topeak JoeBlow Bike Pump \\u2013 High-Pressure Floor Pump\", \"asin\": \"B083TPF36G\", \"price\": \"$59.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"LEZYNE Classic Floor Drive 3.5 High Pressure Bicycle Floor Pump with Accurate 3.5\\\" Analog Gauge - Aluminum/Steel 220 PSI Tire Air Pump for Road/Track Bikes - ABS-1 Pro Chuck Fits Presta/Schrader Valve\", \"asin\": \"B071W7F5M8\", \"price\": \"$74.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"BELL Bicycle Pump\", \"asin\": \"B01LW0HAYJ\", \"price\": \"$31.99\", \"delivery\": \"FREE delivery Sat, Apr 5 for Prime members\"},\n{\"title\": \"Tire Inflator Portable Air Compressor, Electric Bike Tire Pump with Gauge, Air Pump for Car Tires, 150PSI, Mobile Air Compressor for Car, Motorcycle, Electric Bike, by Woowind\", \"asin\": \"B09MYNX9BV\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"Tire Inflator Portable Air Compressor-Air Pump 20000mAh & 150PSI Cordless Electric for Car, Motorcycle, Bike, Ball, with Tire Gauge Pressure, Dual-Use Type (Black)\", \"asin\": \"B0CMHKF5D2\", \"price\": \"$58.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"Woowind BP188 Bike Pump, The Pro Electric Bicycle Pump Tire Inflator Portable Air Compressor with Schrader, Presta and Dunlop Valve Adapters - 120~150PSI Options\", \"asin\": \"B088KK8GD4\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"Tiny Pump Bike Pump with Gauge Portable Ultra-Mini 120PSI Electric Bicycle Pump Type-C Rechargeable Battery\", \"asin\": \"B0CZ8CN81G\", \"price\": \"$64.59\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"Pro Bike Tool Mini Bike Pump with Gauge, Presta and Schrader Valve Compatible Bicycle Tire Pump for Road, Mountain and BMX Bikes, High Pressure 100 Psi, Mount\", \"asin\": \"B00XLGKU14\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 1\"},\n{\"title\": \"Airmoto Tire Inflator Portable Air Compressor - Air Pump For Car Tires with Digital Pressure Gauge, LED Light and Auto Shut-Off Function - Cordless Pump for Car, Motorcycle, Bicycle, Balls and More\", \"asin\": \"B094DMH7ZM\", \"price\": \"$63.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"Mini Bike Pump - Presta & Schrader Bicycle Pump - 120 PSI Tire Pump for Road & MTB - No Valve Changing Needed\", \"asin\": \"B082DB2ZZ3\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"Tire Inflator Portable Air Compressor Portable Cordless Mini Air Pump with Digital Pressure Gauge 150PSI 3X Fast Inflation and Auto Shutoff Function Tires Pump for Cars Motorcycles Bikes Balls\", \"asin\": \"B0DL5QYWYB\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"OlarHike Cordless Tire Inflator Portable Air Compressor, Dual Mode Inflation, 5400mAh Auto Air Pump for Car Tires, Motorcycle, Bicycle, Smart Electric Pump with LED Light & Digital Pressure Gauge\", \"asin\": \"B0CZD1GSQM\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"Topeak JoeBlow Max HP Bike Floor Pump, 160 PSI/11 BAR, TwinHead,Black\", \"asin\": \"B008QVMP58\", \"price\": \"$48.82\", \"delivery\": \"FREE delivery Fri, Apr 4\"},\n{\"title\": \"Tire Inflator Portable Air Compressor with Upgrade Dual Screen, 150 PSI Cordless Air Pump for Car, Bicycle, Motorcycle Tires & Balls, Electric Bike Tire Pump with Pressure Gauge, LED Light\", \"asin\": \"B0CYT53V34\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"Schwinn High Pressure Foot Pump - Air Base Plus, Air-Zoned Pressure Gauge, Fits Schrader & Presta, Max 120 PSI\", \"asin\": \"B085FQPVG3\", \"price\": \"$20.51\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"Tire Inflator Portable Air Compressor, 150 PSI Air Pump for Car, Electric Bike Pump with Digital Tire Pressure Gauge, Portable Tire Inflator for Compact Car, Electric Motorcycle, Bike (Black)\", \"asin\": \"B0DL5M5GD9\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"KEPEAK Mini Bike Pump, Bicycle Pump with Digital Pressure Gauge, Portable Bike Air Pump Tire Inflator with Presta and Schrader Valve for Road, Mountain, City, E-Bike and Ball\", \"asin\": \"B0D8JGD9X8\", \"price\": \"$34.97\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"JUSUOX Tire Inflator Portable Air Compressor, 150 PSI Cordless Air Pump for Car Tires, Electric Bike Tire Pump for Car, Motorcycle, Bicycle, Ball, with Pressure Gauge, LED Light\", \"asin\": \"B0D86X2NYH\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"AstroAI Tire Inflator Portable Air Compressor Tire Air Pump for Car Tires - Car Accessories, 12V DC Auto Pump with Digital Pressure Gauge, Emergency LED Light for Bicycle, Balloons, Yellow\", \"asin\": \"B07QR4Q42L\", \"price\": \"$31.97\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"Tire Inflator Portable Air Compressor - 20000mAh & 150PSI Cordless Air Pump for Car Tires with Pressure Gauge & LED Light, 3X Faster Inflation Electric Air Compressor for Car Bikes, Motorcycle, Ball\", \"asin\": \"B0CXPX6ZSK\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"Bike Pump with Gauge,High Pressure,Floor Bicycle Pump Compatible with Presta and Schrader Valve,Bike Tire Pump for Road Bike,MTB,Hybrid,Balls\\u2026\", \"asin\": \"B08ZYCNXXL\", \"price\": \"$25.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"Tire Inflator Portable Air Compressor, 150PSI Air Compressor for Car Tires, Cordless Bike Pump with Tire Pressure Gauge & LED Light, 12V DC Tire Pump for Cars, Motorcycles, Bikes, Balls\", \"asin\": \"B0DHK3DJJV\", \"price\": \"$25.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"Bike Pump Bicycle Pump, Tire Inflator Portable Air Compressor for Car, MAX 150PSI/10.3 Bar, Auto Shut-Off Air Pump with Presta & Schrader & Dunlop Valve\", \"asin\": \"B09QXK5PR5\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"Tiakia Mini Bike Pump,Portable Compact Bicycle Pump,High Pressure Frame Pump 260PSI- Air Hand Pump Fit Presta, Schrader & Woods Valves,Aluminum Alloy Durable Tire Pump for Road/Mountain/BMX Bikes\", \"asin\": \"B0969BWG6H\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"CYCPLUS Tiny Bicycle Pump with Gauge, Max 120 PSI Electric Mini Pump, Auto Stop, with Presta and Schrader Valve for E-Bike, MTB, and Road Bike AS2 PRO(2025 Updated Version)\", \"asin\": \"B0DH21Y35K\", \"price\": \"$93.49\", \"delivery\": \"FREE delivery Mon, Apr 7 for Prime members\"},\n{\"title\": \"NEVERLAND Tire Inflator Portable Air Compressor - Electric Bike Pump with Pressure Gauge, 4X Faster 150 PSI Air Pump for Car Tires, Auto-Shutoff Cordless Tires Pump for Car Bicycle Motorcycle Ball\", \"asin\": \"B0DR2BT81F\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"},\n{\"title\": \"Topeak Mini Morph Bike Pump\", \"asin\": \"B0187ZSA5G\", \"price\": \"$42.21\", \"delivery\": \"FREE delivery Mon, Apr 7 Or fastest delivery Apr 2 - 3\"},\n{\"title\": \"HOTO Mini Bike Tire Pump, 25s Fast Inflate Bicycle Pump with Guage, 150PSI Portable Electric Bike Air Pump with Presta and Schrader Valve for Road Bike, Motorcycle, Mountain Bike\", \"asin\": \"B0DCG1JGKN\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Fri, Apr 4\"},\n{\"title\": \"Tire Inflator Portable Air Compressor, 20000mAH Battery Auto Shut-Off Air Pump for Car Tires, Fast Inflation Tire Pump with Pressure Gauge, Pocket Air Pump for Bike, Motorcycle, Ball, Car\", \"asin\": \"B0DNW434KB\", \"price\": \"$34.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 2\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-01T00:10:24.448Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "bike pump with gauge"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$30.54", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$149.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"promotion_items": [{"title": "AT003 Tire Inflator Portable Air Compressor, Auto Air Pump for Car Tires, Tire Inflator 150PSI with 6000mAh Battery, Pressure Gauge & LED Screen, Air Compressor for Car, Motorcycle, Bike, Ball", "asin": "B0D33K47Z9", "price": "$39.99", "quantity": ""},
{"title": "Tiny Pump Bike Pump with Gauge Portable Ultra-Mini 120PSI Electric Bicycle Pump Type-C Rechargeable Battery", "asin": "B0CZ8CN81G", "price": "$64.59", "quantity": ""},
{"title": "Tiny Pump Mini Bike Tire Pump with Gauge, 120PSI Portable Electric Bicycle Air Pump, Auto Stop, Type-C Rechargeable Battery with Presta and Schrader Valve", "asin": "B0CZ6MPT1G", "price": "$67.99", "quantity": ""},
{"title": "YOUNGDO Tire Inflator Portable Air Compressor, 150 PSI & 6000mAh, Tire Inflator with Pressure Gauge, Quick Inflation for Car,Motorcycle,Bike,Balls, Rechargeable Via USB-C as Torch and Power Bank", "asin": "B0CRR19QLT", "price": "$32.99", "quantity": ""},
{"title": "Tire Inflator Portable Air Compressor, 15000mAh and 150PSI Car Tire Pump with Pressure Display for Cars, Motorcycles, Bicycles, Ball Bikes with Tire Pressure Gauge, Dual-Use Type", "asin": "B0DHKC2XVL", "price": "$41.00", "quantity": ""},
{"title": "HOTO Mini Bike Tire Pump, 25s Fast Inflate Bicycle Pump with Guage, 150PSI Portable Electric Bike Air Pump with Presta and Schrader Valve for Road Bike, Motorcycle, Mountain Bike", "asin": "B0DCG1JGKN", "price": "$49.99", "quantity": ""},
{"title": "Fanttik X8 APEX EV Tire Inflator Portable Air Pump, 2X Faster Inflation, 150PSI Cordless Air Compressor with Powerful Battery, Fits Electric Cars, Cars, Motorcycles, Bikes, Balls, Deluxe Package", "asin": "B0CQYPJV9M", "price": "$83.97", "quantity": ""},
{"title": "CYCPLUS Electric Air Compressor Portable Bicycle Pump Car Tire Inflator, Max 150 PSI, Auto Shut-Off Air Pump with Presta and Schrader Valves for All Bicycles Motorcycles and Cars", "asin": "B07B65GN6W", "price": "$35.99", "quantity": ""},
{"title": "Airmoto Tire Inflator Portable Air Compressor - Air Pump For Car Tires with Digital Pressure Gauge, LED Light and Auto Shut-Off Function - Cordless Pump for Car, Motorcycle, Bicycle, Balls and More", "asin": "B094DMH7ZM", "price": "$63.99", "quantity": ""},
{"title": "Tire Inflator Portable Air Compressor-Air Pump 150PSI Cordless Electric for Car, Motorcycle, Bike, Ball, with Tire Gauge Pressure, Dual-Use Type (orange)", "asin": "B0DM1N7569", "price": "$53.99", "quantity": ""},
{"title": "Tire Inflator Portable Air Compressor 3-in-1: Tire Inflator with Power Bank & LED Flashlight, Cordless Rechargeable Pump for Cars, Bikes, Balls, Digital Pressure Gauge, 12V Power Car Power Adapter", "asin": "B0DSLF4TWW", "price": "$39.99", "quantity": ""},
{"title": "Tire Inflator Portable Air Compressor, 170PSI Cordless Air Pump, 4X Faster Air Compressor with Pressure Detection, One Click Smart Tire Pump for Car, Motorcycle, Bicycle and Ball", "asin": "B0DCW1FF8N", "price": "$49.99", "quantity": ""}],
"ads": [{"title": "NEVERLAND Tire Inflator Portable Air Compressor - 4X Faster 150 PSI Air Pump for Car Tires, Electric Bike Pump with Pressure Gauge, Auto-Shutoff Cordless Tires Pump for Car Bicycle Motorcycle Ball", "asin": "B0DR2BT81F"}],
"search_results": [{"title": "Portable Air Pump for Car Tires, 150 PSI Tire Inflator Cordless with LED Light, Rechargeable Auto Shut-off Air Compressor 2X Fast Inflation Tire Pumps for Car Bike Motorcycle Ball", "asin": "B0D9NBMDTQ", "price": "$25.49", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "CYCPLUS Electric Air Compressor Portable Bicycle Pump Car Tire Inflator, Max 150 PSI, Auto Shut-Off Air Pump with Presta and Schrader Valves for All Bicycles Motorcycles and Cars", "asin": "B07B65GN6W", "price": "$35.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Tire Inflator Portable Air Compressor, Electric Bike Tire Pump with Gauge, Air Pump for Car Tires, 150PSI, Mobile Air Compressor for Car, Motorcycle, Electric Bike, by Woowind", "asin": "B09MYNX9BV", "price": "$39.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Tire Inflator Portable Air Compressor, Bike Pump, 150PSI Air Pump for Car Tires with LCD Dual Screen and Digital Tire Pressure Gauge, Air Compressor for Bicycle, Motorcycle, Compact Car, Ball", "asin": "B0D941D1ZG", "price": "$22.48", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Airmoto Tire Inflator Portable Air Compressor - Air Pump For Car Tires with Digital Pressure Gauge, LED Light and Auto Shut-Off Function - Cordless Pump for Car, Motorcycle, Bicycle, Balls and More", "asin": "B094DMH7ZM", "price": "$63.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "BV Bicycle Pump Durable Bike Floor Pump 17/24 inch Smart Valve Head, 160 psi, Automatically Reversible Presta and Schrader", "asin": "B09BBHR6TY", "price": "$28.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Schwinn Basic Floor Bike Pump, Up to 120 Max PSI, Dual Head Fits Schrader and Presta Valve Types, Air Center, Easy-to-Carry Portable and Convenient Design, Bicycle Essentials for Easy Road Riding", "asin": "B072J8D6GR", "price": "$24.99", "delivery": "FREE delivery Sat, Apr 5 for Prime members"},
{"title": "VIMILOLO Bike Pump, Air Bicycle Pump Inflator for Presta and Schrader Valve Tire Ball Bike Portable Pumps 160PSI & 11BAR", "asin": "B0DBV4R37H", "price": "$13.49", "delivery": "FREE delivery Fri, Apr 4"},
{"title": "Hycline Bike Floor Pump: Bicycle Tire Pump 160 PSI High Pressure - Air Pumps with Presta and Schrader Valve - Inflator for MTB BMX Tires, Balls, Balloons, Inflatables", "asin": "B0BTLNQMJZ", "price": "$12.74", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Franklin Sports Air Pump With High-Pressure Foot Pedal for Sports Balls, Bikes, Inflatables and More - Compact and Heavy Duty", "asin": "B00UWHEYB2", "price": "$14.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Topeak JoeBlow Sport III, High Pressure Bike Floor Pump, 160 PSI, 3\" Analog Gauge", "asin": "B077KXQ995", "price": "$57.30", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "AIRBANK Mini Bike Pump with Gauge, Pocket 2 PRO, Electric Bicycle Pump Portable 120 PSI, Rechargeable Bike Air Pump for Road Bike, Mountain Bike, Sports Balls for Schrader & Presta Valve", "asin": "B0DSZTZ3NM", "price": "$75.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Topeak JoeBlow Bike Pump \u2013 High-Pressure Floor Pump", "asin": "B083TPF36G", "price": "$59.95", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Tire Inflator Portable Air Compressor - 4X Air Pump for Car Tires, 150PSI&10000mAh Portable Tire Inflator for Car, 12DC Air Pump with Pressure Gauge/LED Light, Bike/Motorcycle/Ball/Car Accessories", "asin": "B0CN6D287L", "price": "$33.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Pro Bike Tool Mini Bike Pump with Gauge, Presta and Schrader Valve Compatible Bicycle Tire Pump for Road, Mountain and BMX Bikes, High Pressure 100 Psi, Mount", "asin": "B00XLGKU14", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 1"},
{"title": "Tire Inflator Portable Air Compressor, 150 PSI Cordless Mini Bike Tire Pump, Air Pump for Auto, Motorcycle, Bicycle, Balls with Pressure Gauge&LED Light, Black, Medium", "asin": "B0DDTBGF1G", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Fanttik X9 Ace Mini Bike Tire Pump, 32s Fast Inflate Bike Pump with Gauge, 150PSI Electric Air Pump with Presta and Schrader Valve, Suitable for Road Bike, Mountain Bike, E-Bike", "asin": "B0CLTTB86X", "price": "$34.97", "delivery": "FREE delivery Fri, Apr 4"},
{"title": "Vibrelli Vibrelli Bike Floor Pump with Gauge - High Pressure 160 PSI - Presta Valve Bike Pump Automatically Switches to Schrader - Bicycle Pump Comes with Glueless Puncture Kit", "asin": "B017ADD9N4", "price": "$32.43", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "X-1000 Bike Pump \u2013 Unique AerTight Pump Head for Easiest use with Both Presta and Schrader Bicycle Pump Valves \u2013 Pressure Gauge \u2013 160 PSI", "asin": "B00OP5KB0K", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Tire Inflator Portable Air Compressor - ZGZUXO 150PSI Cordless Air Pump for Car Tires with Pressure Gauge LED Light, Electric Bike Tire Pump for Car Motorcycle Bicycle Ball, Bike Accessories", "asin": "B0CF9WQSXP", "price": "$29.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Tire Inflator Portable Air Compressor 3-in-1: Tire Inflator with Power Bank & LED Flashlight, Cordless Rechargeable Pump for Cars, Bikes, Balls, Digital Pressure Gauge, 12V Power Car Power Adapter", "asin": "B0DSLF4TWW", "price": "$39.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Fanttik X8 APEX EV Tire Inflator Portable Air Pump, 2X Faster Inflation, 150PSI Cordless Air Compressor with Powerful Battery, Fits Electric Cars, Cars, Motorcycles, Bikes, Balls, Deluxe Package", "asin": "B0CQYPJV9M", "price": "$83.97", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "VIMILOLO Bike Pump, Air Bicycle Pump Inflator for Presta and Schrader Valve Tire Ball Bike Portable Pumps 160PSI", "asin": "B0BCNVSM5B", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "GOBKO Bike Pump with Gauge,Bicycle Floor Pump for Presta and Schrader Valves Bike Tire Pumps Inflator High Pressure 160PSI & 11BAR Portable Air Pump for Road Bike Car MTB Sports Balls", "asin": "B094TXY2CD", "price": "$15.99", "delivery": "FREE delivery Fri, Apr 4"},
{"title": "Tire Inflator Portable Air Compressor - ZGZUXO 150PSI Cordless Air Pump for Car Tires with Pressure Gauge LED Light, Electric Bike Tire Pump for Car Motorcycle Bicycle Ball, Bike Accessories", "asin": "B0CF9WQSXP", "price": "$29.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "CYCPLUS Electric Air Compressor Portable Bicycle Pump Car Tire Inflator, Max 150 PSI, Auto Shut-Off Air Pump with Presta and Schrader Valves for All Bicycles Motorcycles and Cars", "asin": "B07B65GN6W", "price": "$35.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Schwinn Air Sport Mini Bike Pump, Foot to Floor or Hand Pump Option, Fits Schrader and Presta Valve Types, Easy-to-Carry Portable and Convenient Design, Bicycle Essentials for Easy Road Riding", "asin": "B071FG4JGW", "price": "$11.79", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Bike Pump Floor, Advanced Bike Tire Inflator, Bicycle Hand Air Pump with Dual Presta and Schrader Valves, Bike Pump, Suitable for Road and Mountain Bikes, Baby Stroller, Balls (Portable)", "asin": "B0C62BLMJ4", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "CLOLOP Bike Floor Pump with Gauge,Bike Air Pump Tire Pump Inflator, for Presta and Schrader Valve, Bicycle Pump, Ball Pump for All Bikes and Sports Balls", "asin": "B0BCVM9DVD", "price": "$9.96", "delivery": "FREE delivery Fri, Apr 4"},
{"title": "Tire Inflator Portable Air Compressor, Bike Pump, 150PSI Air Pump for Car Tires with LCD Dual Screen and Digital Tire Pressure Gauge, Air Compressor for Bicycle, Motorcycle, Compact Car, Ball", "asin": "B0D941D1ZG", "price": "$22.48", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Hycline Bike Floor Pump with Gauge: 160 PSI High Pressure Bicycle Pumps - Durable Air Pump Fits Presta & Schrader Valve - Inflator for Road MTB Tire, Ball, Balloon, Inflatables", "asin": "B0DBVBQK84", "price": "$16.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Topeak JoeBlow Bike Pump \u2013 High-Pressure Floor Pump", "asin": "B083TPF36G", "price": "$59.95", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "LEZYNE Classic Floor Drive 3.5 High Pressure Bicycle Floor Pump with Accurate 3.5\" Analog Gauge - Aluminum/Steel 220 PSI Tire Air Pump for Road/Track Bikes - ABS-1 Pro Chuck Fits Presta/Schrader Valve", "asin": "B071W7F5M8", "price": "$74.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "BELL Bicycle Pump", "asin": "B01LW0HAYJ", "price": "$31.99", "delivery": "FREE delivery Sat, Apr 5 for Prime members"},
{"title": "Tire Inflator Portable Air Compressor, Electric Bike Tire Pump with Gauge, Air Pump for Car Tires, 150PSI, Mobile Air Compressor for Car, Motorcycle, Electric Bike, by Woowind", "asin": "B09MYNX9BV", "price": "$39.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Tire Inflator Portable Air Compressor-Air Pump 20000mAh & 150PSI Cordless Electric for Car, Motorcycle, Bike, Ball, with Tire Gauge Pressure, Dual-Use Type (Black)", "asin": "B0CMHKF5D2", "price": "$58.49", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Woowind BP188 Bike Pump, The Pro Electric Bicycle Pump Tire Inflator Portable Air Compressor with Schrader, Presta and Dunlop Valve Adapters - 120~150PSI Options", "asin": "B088KK8GD4", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Tiny Pump Bike Pump with Gauge Portable Ultra-Mini 120PSI Electric Bicycle Pump Type-C Rechargeable Battery", "asin": "B0CZ8CN81G", "price": "$64.59", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Pro Bike Tool Mini Bike Pump with Gauge, Presta and Schrader Valve Compatible Bicycle Tire Pump for Road, Mountain and BMX Bikes, High Pressure 100 Psi, Mount", "asin": "B00XLGKU14", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 1"},
{"title": "Airmoto Tire Inflator Portable Air Compressor - Air Pump For Car Tires with Digital Pressure Gauge, LED Light and Auto Shut-Off Function - Cordless Pump for Car, Motorcycle, Bicycle, Balls and More", "asin": "B094DMH7ZM", "price": "$63.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Mini Bike Pump - Presta & Schrader Bicycle Pump - 120 PSI Tire Pump for Road & MTB - No Valve Changing Needed", "asin": "B082DB2ZZ3", "price": "$25.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Tire Inflator Portable Air Compressor Portable Cordless Mini Air Pump with Digital Pressure Gauge 150PSI 3X Fast Inflation and Auto Shutoff Function Tires Pump for Cars Motorcycles Bikes Balls", "asin": "B0DL5QYWYB", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "OlarHike Cordless Tire Inflator Portable Air Compressor, Dual Mode Inflation, 5400mAh Auto Air Pump for Car Tires, Motorcycle, Bicycle, Smart Electric Pump with LED Light & Digital Pressure Gauge", "asin": "B0CZD1GSQM", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Topeak JoeBlow Max HP Bike Floor Pump, 160 PSI/11 BAR, TwinHead,Black", "asin": "B008QVMP58", "price": "$48.82", "delivery": "FREE delivery Fri, Apr 4"},
{"title": "Tire Inflator Portable Air Compressor with Upgrade Dual Screen, 150 PSI Cordless Air Pump for Car, Bicycle, Motorcycle Tires & Balls, Electric Bike Tire Pump with Pressure Gauge, LED Light", "asin": "B0CYT53V34", "price": "$29.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Schwinn High Pressure Foot Pump - Air Base Plus, Air-Zoned Pressure Gauge, Fits Schrader & Presta, Max 120 PSI", "asin": "B085FQPVG3", "price": "$20.51", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Tire Inflator Portable Air Compressor, 150 PSI Air Pump for Car, Electric Bike Pump with Digital Tire Pressure Gauge, Portable Tire Inflator for Compact Car, Electric Motorcycle, Bike (Black)", "asin": "B0DL5M5GD9", "price": "$29.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "KEPEAK Mini Bike Pump, Bicycle Pump with Digital Pressure Gauge, Portable Bike Air Pump Tire Inflator with Presta and Schrader Valve for Road, Mountain, City, E-Bike and Ball", "asin": "B0D8JGD9X8", "price": "$34.97", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "JUSUOX Tire Inflator Portable Air Compressor, 150 PSI Cordless Air Pump for Car Tires, Electric Bike Tire Pump for Car, Motorcycle, Bicycle, Ball, with Pressure Gauge, LED Light", "asin": "B0D86X2NYH", "price": "$29.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "AstroAI Tire Inflator Portable Air Compressor Tire Air Pump for Car Tires - Car Accessories, 12V DC Auto Pump with Digital Pressure Gauge, Emergency LED Light for Bicycle, Balloons, Yellow", "asin": "B07QR4Q42L", "price": "$31.97", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Tire Inflator Portable Air Compressor - 20000mAh & 150PSI Cordless Air Pump for Car Tires with Pressure Gauge & LED Light, 3X Faster Inflation Electric Air Compressor for Car Bikes, Motorcycle, Ball", "asin": "B0CXPX6ZSK", "price": "$39.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Bike Pump with Gauge,High Pressure,Floor Bicycle Pump Compatible with Presta and Schrader Valve,Bike Tire Pump for Road Bike,MTB,Hybrid,Balls\u2026", "asin": "B08ZYCNXXL", "price": "$25.49", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Tire Inflator Portable Air Compressor, 150PSI Air Compressor for Car Tires, Cordless Bike Pump with Tire Pressure Gauge & LED Light, 12V DC Tire Pump for Cars, Motorcycles, Bikes, Balls", "asin": "B0DHK3DJJV", "price": "$25.49", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Bike Pump Bicycle Pump, Tire Inflator Portable Air Compressor for Car, MAX 150PSI/10.3 Bar, Auto Shut-Off Air Pump with Presta & Schrader & Dunlop Valve", "asin": "B09QXK5PR5", "price": "$29.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Tiakia Mini Bike Pump,Portable Compact Bicycle Pump,High Pressure Frame Pump 260PSI- Air Hand Pump Fit Presta, Schrader & Woods Valves,Aluminum Alloy Durable Tire Pump for Road/Mountain/BMX Bikes", "asin": "B0969BWG6H", "price": "$16.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "CYCPLUS Tiny Bicycle Pump with Gauge, Max 120 PSI Electric Mini Pump, Auto Stop, with Presta and Schrader Valve for E-Bike, MTB, and Road Bike AS2 PRO(2025 Updated Version)", "asin": "B0DH21Y35K", "price": "$93.49", "delivery": "FREE delivery Mon, Apr 7 for Prime members"},
{"title": "NEVERLAND Tire Inflator Portable Air Compressor - Electric Bike Pump with Pressure Gauge, 4X Faster 150 PSI Air Pump for Car Tires, Auto-Shutoff Cordless Tires Pump for Car Bicycle Motorcycle Ball", "asin": "B0DR2BT81F", "price": "$39.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Topeak Mini Morph Bike Pump", "asin": "B0187ZSA5G", "price": "$42.21", "delivery": "FREE delivery Mon, Apr 7 Or fastest delivery Apr 2 - 3"},
{"title": "HOTO Mini Bike Tire Pump, 25s Fast Inflate Bicycle Pump with Guage, 150PSI Portable Electric Bike Air Pump with Presta and Schrader Valve for Road Bike, Motorcycle, Mountain Bike", "asin": "B0DCG1JGKN", "price": "$49.99", "delivery": "FREE delivery Fri, Apr 4"},
{"title": "Tire Inflator Portable Air Compressor, 20000mAH Battery Auto Shut-Off Air Pump for Car Tires, Fast Inflation Tire Pump with Pressure Gauge, Pocket Air Pump for Bike, Motorcycle, Ball, Car", "asin": "B0DNW434KB", "price": "$34.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-01T00:10:24.448Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-01T00:10:24.448Z
|
click_product
|
B00XLGKU14
|
rule
|
2025-04-01T00:10:24.448Z
|
click_product
|
B00XLGKU14
|
train
| 304 |
2025-04-01T00:10:24.448Z
|
click_product
|
B00XLGKU14
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon 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": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "bike pump with gauge"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$30.54", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$149.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"promotion_items": [{"title": "AT003 Tire Inflator Portable Air Compressor, Auto Air Pump for Car Tires, Tire Inflator 150PSI with 6000mAh Battery, Pressure Gauge & LED Screen, Air Compressor for Car, Motorcycle, Bike, Ball", "asin": "B0D33K47Z9", "price": "$39.99", "quantity": ""},
{"title": "Tiny Pump Bike Pump with Gauge Portable Ultra-Mini 120PSI Electric Bicycle Pump Type-C Rechargeable Battery", "asin": "B0CZ8CN81G", "price": "$64.59", "quantity": ""},
{"title": "Tiny Pump Mini Bike Tire Pump with Gauge, 120PSI Portable Electric Bicycle Air Pump, Auto Stop, Type-C Rechargeable Battery with Presta and Schrader Valve", "asin": "B0CZ6MPT1G", "price": "$67.99", "quantity": ""},
{"title": "YOUNGDO Tire Inflator Portable Air Compressor, 150 PSI & 6000mAh, Tire Inflator with Pressure Gauge, Quick Inflation for Car,Motorcycle,Bike,Balls, Rechargeable Via USB-C as Torch and Power Bank", "asin": "B0CRR19QLT", "price": "$32.99", "quantity": ""},
{"title": "Tire Inflator Portable Air Compressor, 15000mAh and 150PSI Car Tire Pump with Pressure Display for Cars, Motorcycles, Bicycles, Ball Bikes with Tire Pressure Gauge, Dual-Use Type", "asin": "B0DHKC2XVL", "price": "$41.00", "quantity": ""},
{"title": "HOTO Mini Bike Tire Pump, 25s Fast Inflate Bicycle Pump with Guage, 150PSI Portable Electric Bike Air Pump with Presta and Schrader Valve for Road Bike, Motorcycle, Mountain Bike", "asin": "B0DCG1JGKN", "price": "$49.99", "quantity": ""},
{"title": "Fanttik X8 APEX EV Tire Inflator Portable Air Pump, 2X Faster Inflation, 150PSI Cordless Air Compressor with Powerful Battery, Fits Electric Cars, Cars, Motorcycles, Bikes, Balls, Deluxe Package", "asin": "B0CQYPJV9M", "price": "$83.97", "quantity": ""},
{"title": "CYCPLUS Electric Air Compressor Portable Bicycle Pump Car Tire Inflator, Max 150 PSI, Auto Shut-Off Air Pump with Presta and Schrader Valves for All Bicycles Motorcycles and Cars", "asin": "B07B65GN6W", "price": "$35.99", "quantity": ""},
{"title": "Airmoto Tire Inflator Portable Air Compressor - Air Pump For Car Tires with Digital Pressure Gauge, LED Light and Auto Shut-Off Function - Cordless Pump for Car, Motorcycle, Bicycle, Balls and More", "asin": "B094DMH7ZM", "price": "$63.99", "quantity": ""},
{"title": "Tire Inflator Portable Air Compressor-Air Pump 150PSI Cordless Electric for Car, Motorcycle, Bike, Ball, with Tire Gauge Pressure, Dual-Use Type (orange)", "asin": "B0DM1N7569", "price": "$53.99", "quantity": ""},
{"title": "Tire Inflator Portable Air Compressor 3-in-1: Tire Inflator with Power Bank & LED Flashlight, Cordless Rechargeable Pump for Cars, Bikes, Balls, Digital Pressure Gauge, 12V Power Car Power Adapter", "asin": "B0DSLF4TWW", "price": "$39.99", "quantity": ""},
{"title": "Tire Inflator Portable Air Compressor, 170PSI Cordless Air Pump, 4X Faster Air Compressor with Pressure Detection, One Click Smart Tire Pump for Car, Motorcycle, Bicycle and Ball", "asin": "B0DCW1FF8N", "price": "$49.99", "quantity": ""}],
"ads": [{"title": "NEVERLAND Tire Inflator Portable Air Compressor - 4X Faster 150 PSI Air Pump for Car Tires, Electric Bike Pump with Pressure Gauge, Auto-Shutoff Cordless Tires Pump for Car Bicycle Motorcycle Ball", "asin": "B0DR2BT81F"}],
"search_results": [{"title": "Portable Air Pump for Car Tires, 150 PSI Tire Inflator Cordless with LED Light, Rechargeable Auto Shut-off Air Compressor 2X Fast Inflation Tire Pumps for Car Bike Motorcycle Ball", "asin": "B0D9NBMDTQ", "price": "$25.49", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "CYCPLUS Electric Air Compressor Portable Bicycle Pump Car Tire Inflator, Max 150 PSI, Auto Shut-Off Air Pump with Presta and Schrader Valves for All Bicycles Motorcycles and Cars", "asin": "B07B65GN6W", "price": "$35.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Tire Inflator Portable Air Compressor, Electric Bike Tire Pump with Gauge, Air Pump for Car Tires, 150PSI, Mobile Air Compressor for Car, Motorcycle, Electric Bike, by Woowind", "asin": "B09MYNX9BV", "price": "$39.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Tire Inflator Portable Air Compressor, Bike Pump, 150PSI Air Pump for Car Tires with LCD Dual Screen and Digital Tire Pressure Gauge, Air Compressor for Bicycle, Motorcycle, Compact Car, Ball", "asin": "B0D941D1ZG", "price": "$22.48", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Airmoto Tire Inflator Portable Air Compressor - Air Pump For Car Tires with Digital Pressure Gauge, LED Light and Auto Shut-Off Function - Cordless Pump for Car, Motorcycle, Bicycle, Balls and More", "asin": "B094DMH7ZM", "price": "$63.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "BV Bicycle Pump Durable Bike Floor Pump 17/24 inch Smart Valve Head, 160 psi, Automatically Reversible Presta and Schrader", "asin": "B09BBHR6TY", "price": "$28.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Schwinn Basic Floor Bike Pump, Up to 120 Max PSI, Dual Head Fits Schrader and Presta Valve Types, Air Center, Easy-to-Carry Portable and Convenient Design, Bicycle Essentials for Easy Road Riding", "asin": "B072J8D6GR", "price": "$24.99", "delivery": "FREE delivery Sat, Apr 5 for Prime members"},
{"title": "VIMILOLO Bike Pump, Air Bicycle Pump Inflator for Presta and Schrader Valve Tire Ball Bike Portable Pumps 160PSI & 11BAR", "asin": "B0DBV4R37H", "price": "$13.49", "delivery": "FREE delivery Fri, Apr 4"},
{"title": "Hycline Bike Floor Pump: Bicycle Tire Pump 160 PSI High Pressure - Air Pumps with Presta and Schrader Valve - Inflator for MTB BMX Tires, Balls, Balloons, Inflatables", "asin": "B0BTLNQMJZ", "price": "$12.74", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Franklin Sports Air Pump With High-Pressure Foot Pedal for Sports Balls, Bikes, Inflatables and More - Compact and Heavy Duty", "asin": "B00UWHEYB2", "price": "$14.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Topeak JoeBlow Sport III, High Pressure Bike Floor Pump, 160 PSI, 3\" Analog Gauge", "asin": "B077KXQ995", "price": "$57.30", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "AIRBANK Mini Bike Pump with Gauge, Pocket 2 PRO, Electric Bicycle Pump Portable 120 PSI, Rechargeable Bike Air Pump for Road Bike, Mountain Bike, Sports Balls for Schrader & Presta Valve", "asin": "B0DSZTZ3NM", "price": "$75.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Topeak JoeBlow Bike Pump \u2013 High-Pressure Floor Pump", "asin": "B083TPF36G", "price": "$59.95", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Tire Inflator Portable Air Compressor - 4X Air Pump for Car Tires, 150PSI&10000mAh Portable Tire Inflator for Car, 12DC Air Pump with Pressure Gauge/LED Light, Bike/Motorcycle/Ball/Car Accessories", "asin": "B0CN6D287L", "price": "$33.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Pro Bike Tool Mini Bike Pump with Gauge, Presta and Schrader Valve Compatible Bicycle Tire Pump for Road, Mountain and BMX Bikes, High Pressure 100 Psi, Mount", "asin": "B00XLGKU14", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 1"},
{"title": "Tire Inflator Portable Air Compressor, 150 PSI Cordless Mini Bike Tire Pump, Air Pump for Auto, Motorcycle, Bicycle, Balls with Pressure Gauge&LED Light, Black, Medium", "asin": "B0DDTBGF1G", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Fanttik X9 Ace Mini Bike Tire Pump, 32s Fast Inflate Bike Pump with Gauge, 150PSI Electric Air Pump with Presta and Schrader Valve, Suitable for Road Bike, Mountain Bike, E-Bike", "asin": "B0CLTTB86X", "price": "$34.97", "delivery": "FREE delivery Fri, Apr 4"},
{"title": "Vibrelli Vibrelli Bike Floor Pump with Gauge - High Pressure 160 PSI - Presta Valve Bike Pump Automatically Switches to Schrader - Bicycle Pump Comes with Glueless Puncture Kit", "asin": "B017ADD9N4", "price": "$32.43", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "X-1000 Bike Pump \u2013 Unique AerTight Pump Head for Easiest use with Both Presta and Schrader Bicycle Pump Valves \u2013 Pressure Gauge \u2013 160 PSI", "asin": "B00OP5KB0K", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Tire Inflator Portable Air Compressor - ZGZUXO 150PSI Cordless Air Pump for Car Tires with Pressure Gauge LED Light, Electric Bike Tire Pump for Car Motorcycle Bicycle Ball, Bike Accessories", "asin": "B0CF9WQSXP", "price": "$29.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Tire Inflator Portable Air Compressor 3-in-1: Tire Inflator with Power Bank & LED Flashlight, Cordless Rechargeable Pump for Cars, Bikes, Balls, Digital Pressure Gauge, 12V Power Car Power Adapter", "asin": "B0DSLF4TWW", "price": "$39.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Fanttik X8 APEX EV Tire Inflator Portable Air Pump, 2X Faster Inflation, 150PSI Cordless Air Compressor with Powerful Battery, Fits Electric Cars, Cars, Motorcycles, Bikes, Balls, Deluxe Package", "asin": "B0CQYPJV9M", "price": "$83.97", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "VIMILOLO Bike Pump, Air Bicycle Pump Inflator for Presta and Schrader Valve Tire Ball Bike Portable Pumps 160PSI", "asin": "B0BCNVSM5B", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "GOBKO Bike Pump with Gauge,Bicycle Floor Pump for Presta and Schrader Valves Bike Tire Pumps Inflator High Pressure 160PSI & 11BAR Portable Air Pump for Road Bike Car MTB Sports Balls", "asin": "B094TXY2CD", "price": "$15.99", "delivery": "FREE delivery Fri, Apr 4"},
{"title": "Tire Inflator Portable Air Compressor - ZGZUXO 150PSI Cordless Air Pump for Car Tires with Pressure Gauge LED Light, Electric Bike Tire Pump for Car Motorcycle Bicycle Ball, Bike Accessories", "asin": "B0CF9WQSXP", "price": "$29.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "CYCPLUS Electric Air Compressor Portable Bicycle Pump Car Tire Inflator, Max 150 PSI, Auto Shut-Off Air Pump with Presta and Schrader Valves for All Bicycles Motorcycles and Cars", "asin": "B07B65GN6W", "price": "$35.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Schwinn Air Sport Mini Bike Pump, Foot to Floor or Hand Pump Option, Fits Schrader and Presta Valve Types, Easy-to-Carry Portable and Convenient Design, Bicycle Essentials for Easy Road Riding", "asin": "B071FG4JGW", "price": "$11.79", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Bike Pump Floor, Advanced Bike Tire Inflator, Bicycle Hand Air Pump with Dual Presta and Schrader Valves, Bike Pump, Suitable for Road and Mountain Bikes, Baby Stroller, Balls (Portable)", "asin": "B0C62BLMJ4", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "CLOLOP Bike Floor Pump with Gauge,Bike Air Pump Tire Pump Inflator, for Presta and Schrader Valve, Bicycle Pump, Ball Pump for All Bikes and Sports Balls", "asin": "B0BCVM9DVD", "price": "$9.96", "delivery": "FREE delivery Fri, Apr 4"},
{"title": "Tire Inflator Portable Air Compressor, Bike Pump, 150PSI Air Pump for Car Tires with LCD Dual Screen and Digital Tire Pressure Gauge, Air Compressor for Bicycle, Motorcycle, Compact Car, Ball", "asin": "B0D941D1ZG", "price": "$22.48", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Hycline Bike Floor Pump with Gauge: 160 PSI High Pressure Bicycle Pumps - Durable Air Pump Fits Presta & Schrader Valve - Inflator for Road MTB Tire, Ball, Balloon, Inflatables", "asin": "B0DBVBQK84", "price": "$16.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Topeak JoeBlow Bike Pump \u2013 High-Pressure Floor Pump", "asin": "B083TPF36G", "price": "$59.95", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "LEZYNE Classic Floor Drive 3.5 High Pressure Bicycle Floor Pump with Accurate 3.5\" Analog Gauge - Aluminum/Steel 220 PSI Tire Air Pump for Road/Track Bikes - ABS-1 Pro Chuck Fits Presta/Schrader Valve", "asin": "B071W7F5M8", "price": "$74.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "BELL Bicycle Pump", "asin": "B01LW0HAYJ", "price": "$31.99", "delivery": "FREE delivery Sat, Apr 5 for Prime members"},
{"title": "Tire Inflator Portable Air Compressor, Electric Bike Tire Pump with Gauge, Air Pump for Car Tires, 150PSI, Mobile Air Compressor for Car, Motorcycle, Electric Bike, by Woowind", "asin": "B09MYNX9BV", "price": "$39.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Tire Inflator Portable Air Compressor-Air Pump 20000mAh & 150PSI Cordless Electric for Car, Motorcycle, Bike, Ball, with Tire Gauge Pressure, Dual-Use Type (Black)", "asin": "B0CMHKF5D2", "price": "$58.49", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Woowind BP188 Bike Pump, The Pro Electric Bicycle Pump Tire Inflator Portable Air Compressor with Schrader, Presta and Dunlop Valve Adapters - 120~150PSI Options", "asin": "B088KK8GD4", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Tiny Pump Bike Pump with Gauge Portable Ultra-Mini 120PSI Electric Bicycle Pump Type-C Rechargeable Battery", "asin": "B0CZ8CN81G", "price": "$64.59", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Pro Bike Tool Mini Bike Pump with Gauge, Presta and Schrader Valve Compatible Bicycle Tire Pump for Road, Mountain and BMX Bikes, High Pressure 100 Psi, Mount", "asin": "B00XLGKU14", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 1"},
{"title": "Airmoto Tire Inflator Portable Air Compressor - Air Pump For Car Tires with Digital Pressure Gauge, LED Light and Auto Shut-Off Function - Cordless Pump for Car, Motorcycle, Bicycle, Balls and More", "asin": "B094DMH7ZM", "price": "$63.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Mini Bike Pump - Presta & Schrader Bicycle Pump - 120 PSI Tire Pump for Road & MTB - No Valve Changing Needed", "asin": "B082DB2ZZ3", "price": "$25.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Tire Inflator Portable Air Compressor Portable Cordless Mini Air Pump with Digital Pressure Gauge 150PSI 3X Fast Inflation and Auto Shutoff Function Tires Pump for Cars Motorcycles Bikes Balls", "asin": "B0DL5QYWYB", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "OlarHike Cordless Tire Inflator Portable Air Compressor, Dual Mode Inflation, 5400mAh Auto Air Pump for Car Tires, Motorcycle, Bicycle, Smart Electric Pump with LED Light & Digital Pressure Gauge", "asin": "B0CZD1GSQM", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Topeak JoeBlow Max HP Bike Floor Pump, 160 PSI/11 BAR, TwinHead,Black", "asin": "B008QVMP58", "price": "$48.82", "delivery": "FREE delivery Fri, Apr 4"},
{"title": "Tire Inflator Portable Air Compressor with Upgrade Dual Screen, 150 PSI Cordless Air Pump for Car, Bicycle, Motorcycle Tires & Balls, Electric Bike Tire Pump with Pressure Gauge, LED Light", "asin": "B0CYT53V34", "price": "$29.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Schwinn High Pressure Foot Pump - Air Base Plus, Air-Zoned Pressure Gauge, Fits Schrader & Presta, Max 120 PSI", "asin": "B085FQPVG3", "price": "$20.51", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Tire Inflator Portable Air Compressor, 150 PSI Air Pump for Car, Electric Bike Pump with Digital Tire Pressure Gauge, Portable Tire Inflator for Compact Car, Electric Motorcycle, Bike (Black)", "asin": "B0DL5M5GD9", "price": "$29.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "KEPEAK Mini Bike Pump, Bicycle Pump with Digital Pressure Gauge, Portable Bike Air Pump Tire Inflator with Presta and Schrader Valve for Road, Mountain, City, E-Bike and Ball", "asin": "B0D8JGD9X8", "price": "$34.97", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "JUSUOX Tire Inflator Portable Air Compressor, 150 PSI Cordless Air Pump for Car Tires, Electric Bike Tire Pump for Car, Motorcycle, Bicycle, Ball, with Pressure Gauge, LED Light", "asin": "B0D86X2NYH", "price": "$29.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "AstroAI Tire Inflator Portable Air Compressor Tire Air Pump for Car Tires - Car Accessories, 12V DC Auto Pump with Digital Pressure Gauge, Emergency LED Light for Bicycle, Balloons, Yellow", "asin": "B07QR4Q42L", "price": "$31.97", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Tire Inflator Portable Air Compressor - 20000mAh & 150PSI Cordless Air Pump for Car Tires with Pressure Gauge & LED Light, 3X Faster Inflation Electric Air Compressor for Car Bikes, Motorcycle, Ball", "asin": "B0CXPX6ZSK", "price": "$39.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Bike Pump with Gauge,High Pressure,Floor Bicycle Pump Compatible with Presta and Schrader Valve,Bike Tire Pump for Road Bike,MTB,Hybrid,Balls\u2026", "asin": "B08ZYCNXXL", "price": "$25.49", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Tire Inflator Portable Air Compressor, 150PSI Air Compressor for Car Tires, Cordless Bike Pump with Tire Pressure Gauge & LED Light, 12V DC Tire Pump for Cars, Motorcycles, Bikes, Balls", "asin": "B0DHK3DJJV", "price": "$25.49", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Bike Pump Bicycle Pump, Tire Inflator Portable Air Compressor for Car, MAX 150PSI/10.3 Bar, Auto Shut-Off Air Pump with Presta & Schrader & Dunlop Valve", "asin": "B09QXK5PR5", "price": "$29.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Tiakia Mini Bike Pump,Portable Compact Bicycle Pump,High Pressure Frame Pump 260PSI- Air Hand Pump Fit Presta, Schrader & Woods Valves,Aluminum Alloy Durable Tire Pump for Road/Mountain/BMX Bikes", "asin": "B0969BWG6H", "price": "$16.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "CYCPLUS Tiny Bicycle Pump with Gauge, Max 120 PSI Electric Mini Pump, Auto Stop, with Presta and Schrader Valve for E-Bike, MTB, and Road Bike AS2 PRO(2025 Updated Version)", "asin": "B0DH21Y35K", "price": "$93.49", "delivery": "FREE delivery Mon, Apr 7 for Prime members"},
{"title": "NEVERLAND Tire Inflator Portable Air Compressor - Electric Bike Pump with Pressure Gauge, 4X Faster 150 PSI Air Pump for Car Tires, Auto-Shutoff Cordless Tires Pump for Car Bicycle Motorcycle Ball", "asin": "B0DR2BT81F", "price": "$39.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"},
{"title": "Topeak Mini Morph Bike Pump", "asin": "B0187ZSA5G", "price": "$42.21", "delivery": "FREE delivery Mon, Apr 7 Or fastest delivery Apr 2 - 3"},
{"title": "HOTO Mini Bike Tire Pump, 25s Fast Inflate Bicycle Pump with Guage, 150PSI Portable Electric Bike Air Pump with Presta and Schrader Valve for Road Bike, Motorcycle, Mountain Bike", "asin": "B0DCG1JGKN", "price": "$49.99", "delivery": "FREE delivery Fri, Apr 4"},
{"title": "Tire Inflator Portable Air Compressor, 20000mAH Battery Auto Shut-Off Air Pump for Car Tires, Fast Inflation Tire Pump with Pressure Gauge, Pocket Air Pump for Bike, Motorcycle, Ball, Car", "asin": "B0DNW434KB", "price": "$34.99", "delivery": " Two-Day FREE delivery Wed, Apr 2"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-01T00:10:24.448Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\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\": \"2025-04-01T17:23:00.405Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
<|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": "2025-04-01T17:23:00.405Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-01T17:23:00.405Z
|
click
|
search
|
rule
|
2025-04-01T17:23:00.405Z
|
click
|
search
|
train
| 305 |
2025-04-01T17:23:00.405Z
|
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": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
<|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": "2025-04-01T17:23:00.405Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"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\": \"mac mini\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-01T17:23:03.503Z\", // 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T17:23:00.405Z", "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": "mac mini"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-01T17:23:03.503Z", // 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>
|
2025-04-01T17:23:03.503Z
|
click
|
search
|
rule
|
2025-04-01T17:23:03.503Z
|
click
|
search
|
train
| 306 |
2025-04-01T17:23:03.503Z
|
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": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T17:23:00.405Z", "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": "mac mini"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-01T17:23:03.503Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"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\": \"mac mini\"}],\n\"cart_items\": [{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$26.82\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$149.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"Apple 2024 Mac Mini Desktop Computer with M4 chip with 10\\u2011core CPU and 10\\u2011core GPU: Built for Apple Intelligence, 16GB Unified Memory, 512GB SSD Storage, Gigabit Ethernet. Works with iPhone/iPad\", \"asin\": \"B0DLBX4B1K\"},\n{\"title\": \"Apple 2024 Mac Mini Desktop Computer with M4 chip with 10\\u2011core CPU and 10\\u2011core GPU: Built for Apple Intelligence, 24GB Unified Memory, 512GB SSD Storage, Gigabit Ethernet. Works with iPhone/iPad\", \"asin\": \"B0DLBV145M\"}],\n\"search_results\": [{\"title\": \"2024 Mac Mini Desktop Computer with M4 chip with 10\\u2011core CPU and 10\\u2011core GPU: Built for Apple Intelligence, 16GB Unified Memory, 256GB SSD Storage, Gigabit Ethernet. Works with iPhone/iPad\", \"asin\": \"B0DLBTPDCS\", \"price\": \"$549.00\", \"delivery\": \"FREE delivery Apr 7 - 11 for Prime members\"},\n{\"title\": \"2024 iMac All-in-One Desktop Computer with M4 chip with 8-core CPU and 8-core GPU: Built for Apple Intelligence, 24-inch Retina Display, 16GB Unified Memory, 256GB SSD Storage; Pink\", \"asin\": \"B0DL6WLNRB\", \"price\": \"$1,193.00\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n{\"title\": \"2024 Mac Mini Desktop Computer with M4 chip with 10\\u2011core CPU and 10\\u2011core GPU: Built for Apple Intelligence, 16GB Unified Memory, 256GB SSD Storage, Gigabit Ethernet. Works with iPhone/iPad\", \"asin\": \"B0DLBTPDCS\", \"price\": \"$549.00\", \"delivery\": \"FREE delivery Apr 7 - 11 for Prime members\"},\n{\"title\": \"2020 Apple Mac Mini with Apple M1 Chip (16GB RAM, 512GB SSD Storage) Silver (Renewed)\", \"asin\": \"B09XSZ55FH\", \"price\": \"$339.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 3\"},\n{\"title\": \"2023 Apple Mac with Apple M2 Chip with 8-core CPU (8GB RAM, 256GB SSD Storage) (QWERTY English) Silver (Renewed)\", \"asin\": \"B0C31JJK4C\", \"price\": \"$374.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 2\"},\n{\"title\": \"2020 Apple Mac Mini with Apple M1 Chip (8GB RAM, 256GB SSD Storage) - Silver (Renewed)\", \"asin\": \"B08PF2RF76\", \"price\": \"$279.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 2\"},\n{\"title\": \"Mac Mini (Late 2018) Core i7 3.2GHz 6-core 8th Gen, 32GB RAM, 128GB PCIe SSD, Wi-Fi + Bluetooth, MacOS Mojave 10.14.1 - Space Gray\", \"asin\": \"B0DBK18MDW\", \"price\": \"$289.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 2\"},\n{\"title\": \"2023 Mac Mini Desktop Computer with Apple M2 Pro chip with 10\\u2011core CPU and 16\\u2011core GPU, 16GB Unified Memory, 512GB SSD Storage, Gigabit Ethernet. Works with iPhone/iPad\", \"asin\": \"B0BSHFS6XX\", \"price\": \"$1,212.94\", \"delivery\": \"FREE delivery Tomorrow, Apr 2 Only 8 left in stock - order soon.\"},\n{\"title\": \"2018 Apple Mac Mini with 3.0GHz Intel Core i5 (8GB RAM, 512GB SSD Storage) Gray (Renewed)\", \"asin\": \"B08HNCFG2J\", \"price\": \"$219.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 2\"},\n{\"title\": \"Late 2018 Apple Mac Mini with 3.0GHz Intel Core i5 (8GB RAM, 256GB SSD) Space Gray (Renewed)\", \"asin\": \"B082YHCN4X\", \"price\": \"$199.00\", \"delivery\": \"FREE delivery Tomorrow, Apr 2 Only 5 left in stock - order soon.\"},\n{\"title\": \"Mac Mini Desktop Computer, M4 Pro Chip, Late 2024 - Gigabit Ethernet, 12-Core / 16-Core, 24GB, 1TB SSD\", \"asin\": \"B0DNRFSYLF\", \"price\": \"$1,519.00\", \"delivery\": \"FREE delivery Apr 11 - 14 Or fastest delivery Thu, Apr 3\"},\n{\"title\": \"Mac Mini M4 Dock, Aluminum Stand and HDMI Hub for Mac Mini M4 and M4 Pro 2024 with M.2 NVMe/SATA SSD Enclosure, 4K60Hz HDMI,10G USB A/C, 5G USB A*2, USB-C Charge, SD/TF, Audio\", \"asin\": \"B0DT5LKD93\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 2\"},\n{\"title\": \"2020 Apple Mac Mini with Apple M1 Chip (8GB RAM, 512GB SSD Storage) - Silver (Renewed)\", \"asin\": \"B08P8XPL3J\", \"price\": \"$299.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 2\"},\n{\"title\": \"2024 Mac Mini Desktop Computer with M4 chip with 10\\u2011core CPU and 10\\u2011core GPU, 32GB Unified Memory, 512 SSD Storage, Gigabit Ethernet. Works with iPhone/iPad - Z1CF000C9\", \"asin\": \"B0DPNLB3Z3\", \"price\": \"$1,198.95\", \"delivery\": \"FREE delivery Tue, Apr 8 Or fastest delivery Thu, Apr 3\"},\n{\"title\": \"Wireless Bluetooth Keyboard and Mouse for Mac, Multi-Device Rechargeable Slim Keyboard and Mouse Stainless Steel Full Size, Compatible with MacBook Pro/Air, iPad, iMac - Space Gray\", \"asin\": \"B0BWDMD69D\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Fri, Apr 4\"},\n{\"title\": \"Portable Monitor 15.6 Inch 1080P USB-C HDMI Ultra-Slim Travel Monitor with Kickstand, for Laptop, PC, Mac Phone, PS, Xbox, Swich IPS Ultra-Thin Zero Frame Gaming Monitor\", \"asin\": \"B0D9Y9ZXR4\", \"price\": \"$47.19\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Apple Mac Mini Desktop - Intel Core i3-8GB Memory - 256GB Solid State Drive (Renewed)\", \"asin\": \"B08H8QV6HJ\", \"price\": \"$189.95\", \"delivery\": \"FREE delivery Tomorrow, Apr 2 Only 3 left in stock - order soon.\"},\n{\"title\": \"Late 2018 Apple Mac Mini with 3.0GHz Intel Core i3 (8GB RAM, 128GB SSD) Space Gray (Renewed)\", \"asin\": \"B082RGJD7Y\", \"price\": \"$189.00\", \"delivery\": \"FREE delivery Tomorrow, Apr 2 Only 8 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\": \"2025-04-01T17:23:13.604Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "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": "mac mini"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$26.82", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$149.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"ads": [{"title": "Apple 2024 Mac Mini Desktop Computer with M4 chip with 10\u2011core CPU and 10\u2011core GPU: Built for Apple Intelligence, 16GB Unified Memory, 512GB SSD Storage, Gigabit Ethernet. Works with iPhone/iPad", "asin": "B0DLBX4B1K"},
{"title": "Apple 2024 Mac Mini Desktop Computer with M4 chip with 10\u2011core CPU and 10\u2011core GPU: Built for Apple Intelligence, 24GB Unified Memory, 512GB SSD Storage, Gigabit Ethernet. Works with iPhone/iPad", "asin": "B0DLBV145M"}],
"search_results": [{"title": "2024 Mac Mini Desktop Computer with M4 chip with 10\u2011core CPU and 10\u2011core GPU: Built for Apple Intelligence, 16GB Unified Memory, 256GB SSD Storage, Gigabit Ethernet. Works with iPhone/iPad", "asin": "B0DLBTPDCS", "price": "$549.00", "delivery": "FREE delivery Apr 7 - 11 for Prime members"},
{"title": "2024 iMac All-in-One Desktop Computer with M4 chip with 8-core CPU and 8-core GPU: Built for Apple Intelligence, 24-inch Retina Display, 16GB Unified Memory, 256GB SSD Storage; Pink", "asin": "B0DL6WLNRB", "price": "$1,193.00", "delivery": "FREE delivery Tue, Apr 8 for Prime members"},
{"title": "2024 Mac Mini Desktop Computer with M4 chip with 10\u2011core CPU and 10\u2011core GPU: Built for Apple Intelligence, 16GB Unified Memory, 256GB SSD Storage, Gigabit Ethernet. Works with iPhone/iPad", "asin": "B0DLBTPDCS", "price": "$549.00", "delivery": "FREE delivery Apr 7 - 11 for Prime members"},
{"title": "2020 Apple Mac Mini with Apple M1 Chip (16GB RAM, 512GB SSD Storage) Silver (Renewed)", "asin": "B09XSZ55FH", "price": "$339.99", "delivery": " Two-Day FREE delivery Thu, Apr 3"},
{"title": "2023 Apple Mac with Apple M2 Chip with 8-core CPU (8GB RAM, 256GB SSD Storage) (QWERTY English) Silver (Renewed)", "asin": "B0C31JJK4C", "price": "$374.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 2"},
{"title": "2020 Apple Mac Mini with Apple M1 Chip (8GB RAM, 256GB SSD Storage) - Silver (Renewed)", "asin": "B08PF2RF76", "price": "$279.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 2"},
{"title": "Mac Mini (Late 2018) Core i7 3.2GHz 6-core 8th Gen, 32GB RAM, 128GB PCIe SSD, Wi-Fi + Bluetooth, MacOS Mojave 10.14.1 - Space Gray", "asin": "B0DBK18MDW", "price": "$289.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 2"},
{"title": "2023 Mac Mini Desktop Computer with Apple M2 Pro chip with 10\u2011core CPU and 16\u2011core GPU, 16GB Unified Memory, 512GB SSD Storage, Gigabit Ethernet. Works with iPhone/iPad", "asin": "B0BSHFS6XX", "price": "$1,212.94", "delivery": "FREE delivery Tomorrow, Apr 2 Only 8 left in stock - order soon."},
{"title": "2018 Apple Mac Mini with 3.0GHz Intel Core i5 (8GB RAM, 512GB SSD Storage) Gray (Renewed)", "asin": "B08HNCFG2J", "price": "$219.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 2"},
{"title": "Late 2018 Apple Mac Mini with 3.0GHz Intel Core i5 (8GB RAM, 256GB SSD) Space Gray (Renewed)", "asin": "B082YHCN4X", "price": "$199.00", "delivery": "FREE delivery Tomorrow, Apr 2 Only 5 left in stock - order soon."},
{"title": "Mac Mini Desktop Computer, M4 Pro Chip, Late 2024 - Gigabit Ethernet, 12-Core / 16-Core, 24GB, 1TB SSD", "asin": "B0DNRFSYLF", "price": "$1,519.00", "delivery": "FREE delivery Apr 11 - 14 Or fastest delivery Thu, Apr 3"},
{"title": "Mac Mini M4 Dock, Aluminum Stand and HDMI Hub for Mac Mini M4 and M4 Pro 2024 with M.2 NVMe/SATA SSD Enclosure, 4K60Hz HDMI,10G USB A/C, 5G USB A*2, USB-C Charge, SD/TF, Audio", "asin": "B0DT5LKD93", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 2"},
{"title": "2020 Apple Mac Mini with Apple M1 Chip (8GB RAM, 512GB SSD Storage) - Silver (Renewed)", "asin": "B08P8XPL3J", "price": "$299.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 2"},
{"title": "2024 Mac Mini Desktop Computer with M4 chip with 10\u2011core CPU and 10\u2011core GPU, 32GB Unified Memory, 512 SSD Storage, Gigabit Ethernet. Works with iPhone/iPad - Z1CF000C9", "asin": "B0DPNLB3Z3", "price": "$1,198.95", "delivery": "FREE delivery Tue, Apr 8 Or fastest delivery Thu, Apr 3"},
{"title": "Wireless Bluetooth Keyboard and Mouse for Mac, Multi-Device Rechargeable Slim Keyboard and Mouse Stainless Steel Full Size, Compatible with MacBook Pro/Air, iPad, iMac - Space Gray", "asin": "B0BWDMD69D", "price": "$39.99", "delivery": "FREE delivery Fri, Apr 4"},
{"title": "Portable Monitor 15.6 Inch 1080P USB-C HDMI Ultra-Slim Travel Monitor with Kickstand, for Laptop, PC, Mac Phone, PS, Xbox, Swich IPS Ultra-Thin Zero Frame Gaming Monitor", "asin": "B0D9Y9ZXR4", "price": "$47.19", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Apple Mac Mini Desktop - Intel Core i3-8GB Memory - 256GB Solid State Drive (Renewed)", "asin": "B08H8QV6HJ", "price": "$189.95", "delivery": "FREE delivery Tomorrow, Apr 2 Only 3 left in stock - order soon."},
{"title": "Late 2018 Apple Mac Mini with 3.0GHz Intel Core i3 (8GB RAM, 128GB SSD) Space Gray (Renewed)", "asin": "B082RGJD7Y", "price": "$189.00", "delivery": "FREE delivery Tomorrow, Apr 2 Only 8 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": "2025-04-01T17:23:13.604Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-01T17:23:13.604Z
|
click_product
|
B0DLBTPDCS
|
rule
|
2025-04-01T17:23:13.604Z
|
click_product
|
B0DLBTPDCS
|
train
| 307 |
2025-04-01T17:23:13.604Z
|
click_product
|
B0DLBTPDCS
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "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": "mac mini"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$26.82", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$149.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"ads": [{"title": "Apple 2024 Mac Mini Desktop Computer with M4 chip with 10\u2011core CPU and 10\u2011core GPU: Built for Apple Intelligence, 16GB Unified Memory, 512GB SSD Storage, Gigabit Ethernet. Works with iPhone/iPad", "asin": "B0DLBX4B1K"},
{"title": "Apple 2024 Mac Mini Desktop Computer with M4 chip with 10\u2011core CPU and 10\u2011core GPU: Built for Apple Intelligence, 24GB Unified Memory, 512GB SSD Storage, Gigabit Ethernet. Works with iPhone/iPad", "asin": "B0DLBV145M"}],
"search_results": [{"title": "2024 Mac Mini Desktop Computer with M4 chip with 10\u2011core CPU and 10\u2011core GPU: Built for Apple Intelligence, 16GB Unified Memory, 256GB SSD Storage, Gigabit Ethernet. Works with iPhone/iPad", "asin": "B0DLBTPDCS", "price": "$549.00", "delivery": "FREE delivery Apr 7 - 11 for Prime members"},
{"title": "2024 iMac All-in-One Desktop Computer with M4 chip with 8-core CPU and 8-core GPU: Built for Apple Intelligence, 24-inch Retina Display, 16GB Unified Memory, 256GB SSD Storage; Pink", "asin": "B0DL6WLNRB", "price": "$1,193.00", "delivery": "FREE delivery Tue, Apr 8 for Prime members"},
{"title": "2024 Mac Mini Desktop Computer with M4 chip with 10\u2011core CPU and 10\u2011core GPU: Built for Apple Intelligence, 16GB Unified Memory, 256GB SSD Storage, Gigabit Ethernet. Works with iPhone/iPad", "asin": "B0DLBTPDCS", "price": "$549.00", "delivery": "FREE delivery Apr 7 - 11 for Prime members"},
{"title": "2020 Apple Mac Mini with Apple M1 Chip (16GB RAM, 512GB SSD Storage) Silver (Renewed)", "asin": "B09XSZ55FH", "price": "$339.99", "delivery": " Two-Day FREE delivery Thu, Apr 3"},
{"title": "2023 Apple Mac with Apple M2 Chip with 8-core CPU (8GB RAM, 256GB SSD Storage) (QWERTY English) Silver (Renewed)", "asin": "B0C31JJK4C", "price": "$374.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 2"},
{"title": "2020 Apple Mac Mini with Apple M1 Chip (8GB RAM, 256GB SSD Storage) - Silver (Renewed)", "asin": "B08PF2RF76", "price": "$279.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 2"},
{"title": "Mac Mini (Late 2018) Core i7 3.2GHz 6-core 8th Gen, 32GB RAM, 128GB PCIe SSD, Wi-Fi + Bluetooth, MacOS Mojave 10.14.1 - Space Gray", "asin": "B0DBK18MDW", "price": "$289.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 2"},
{"title": "2023 Mac Mini Desktop Computer with Apple M2 Pro chip with 10\u2011core CPU and 16\u2011core GPU, 16GB Unified Memory, 512GB SSD Storage, Gigabit Ethernet. Works with iPhone/iPad", "asin": "B0BSHFS6XX", "price": "$1,212.94", "delivery": "FREE delivery Tomorrow, Apr 2 Only 8 left in stock - order soon."},
{"title": "2018 Apple Mac Mini with 3.0GHz Intel Core i5 (8GB RAM, 512GB SSD Storage) Gray (Renewed)", "asin": "B08HNCFG2J", "price": "$219.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 2"},
{"title": "Late 2018 Apple Mac Mini with 3.0GHz Intel Core i5 (8GB RAM, 256GB SSD) Space Gray (Renewed)", "asin": "B082YHCN4X", "price": "$199.00", "delivery": "FREE delivery Tomorrow, Apr 2 Only 5 left in stock - order soon."},
{"title": "Mac Mini Desktop Computer, M4 Pro Chip, Late 2024 - Gigabit Ethernet, 12-Core / 16-Core, 24GB, 1TB SSD", "asin": "B0DNRFSYLF", "price": "$1,519.00", "delivery": "FREE delivery Apr 11 - 14 Or fastest delivery Thu, Apr 3"},
{"title": "Mac Mini M4 Dock, Aluminum Stand and HDMI Hub for Mac Mini M4 and M4 Pro 2024 with M.2 NVMe/SATA SSD Enclosure, 4K60Hz HDMI,10G USB A/C, 5G USB A*2, USB-C Charge, SD/TF, Audio", "asin": "B0DT5LKD93", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 2"},
{"title": "2020 Apple Mac Mini with Apple M1 Chip (8GB RAM, 512GB SSD Storage) - Silver (Renewed)", "asin": "B08P8XPL3J", "price": "$299.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 2"},
{"title": "2024 Mac Mini Desktop Computer with M4 chip with 10\u2011core CPU and 10\u2011core GPU, 32GB Unified Memory, 512 SSD Storage, Gigabit Ethernet. Works with iPhone/iPad - Z1CF000C9", "asin": "B0DPNLB3Z3", "price": "$1,198.95", "delivery": "FREE delivery Tue, Apr 8 Or fastest delivery Thu, Apr 3"},
{"title": "Wireless Bluetooth Keyboard and Mouse for Mac, Multi-Device Rechargeable Slim Keyboard and Mouse Stainless Steel Full Size, Compatible with MacBook Pro/Air, iPad, iMac - Space Gray", "asin": "B0BWDMD69D", "price": "$39.99", "delivery": "FREE delivery Fri, Apr 4"},
{"title": "Portable Monitor 15.6 Inch 1080P USB-C HDMI Ultra-Slim Travel Monitor with Kickstand, for Laptop, PC, Mac Phone, PS, Xbox, Swich IPS Ultra-Thin Zero Frame Gaming Monitor", "asin": "B0D9Y9ZXR4", "price": "$47.19", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Apple Mac Mini Desktop - Intel Core i3-8GB Memory - 256GB Solid State Drive (Renewed)", "asin": "B08H8QV6HJ", "price": "$189.95", "delivery": "FREE delivery Tomorrow, Apr 2 Only 3 left in stock - order soon."},
{"title": "Late 2018 Apple Mac Mini with 3.0GHz Intel Core i3 (8GB RAM, 128GB SSD) Space Gray (Renewed)", "asin": "B082RGJD7Y", "price": "$189.00", "delivery": "FREE delivery Tomorrow, Apr 2 Only 8 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": "2025-04-01T17:23:13.604Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mac mini\"}],\n\"cart_items\": [{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$26.82\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$149.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLBTPDCS\"},\n{\"title\": \"Apple 2024 Mac Mini Desktop Computer with M4 chip with 10\\u2011core CPU and 10\\u2011core GPU: Built for Apple Intelligence, 16GB Unified Memory, 256GB SSD Storage, Gigabit Ethernet. Works with iPhone/iPad\"},\n{\"price\": \"$549.00\"},\n{\"bullet_list\": \"SIZE DOWN. POWER UP \\u2014 The far mightier, way tinier Mac mini desktop computer is five by five inches of pure power. Built for Apple Intelligence.* Redesigned around Apple silicon to unleash the full speed and capabilities of the spectacular M4 chip. With ports at your convenience, on the front and back. LOOKS SMALL. LIVES LARGE \\u2014 At just five by five inches, Mac mini is designed to fit perfectly next to a monitor and is easy to place just about anywhere. CONVENIENT CONNECTIONS \\u2014 Get connected with Thunderbolt, HDMI, and Gigabit Ethernet ports on the back and, for the first time, front-facing USB-C ports and a headphone jack. SUPERCHARGED BY M4 \\u2014 The powerful M4 chip delivers spectacular performance so everything feels snappy and fluid. BUILT FOR APPLE INTELLIGENCE \\u2014 Apple Intelligence is the personal intelligence system that helps you write, express yourself, and get things done effortlessly. With groundbreaking privacy protections, it gives you peace of mind that no one else can access your data \\u2014 not even Apple.* APPS FLY WITH APPLE SILICON \\u2014 All your favorites, including Microsoft 365 and Adobe Creative Cloud, run lightning fast in macOS.* IF YOU LOVE IPHONE, YOU\\u2019LL LOVE MAC \\u2014 Mac works like magic with your other Apple devices. View and control what\\u2019s on your iPhone from your Mac with iPhone Mirroring.* Copy something on iPhone and paste it on Mac. Send texts with Messages or use your Mac to answer FaceTime calls.*\"},\n{\"bullet_list\": \" CARBON NEUTRAL \\u2014 Mac mini is carbon neutral. Learn more about Apple\\u2019s commitment to the environment at apple.com/2030. LEGAL DISCLAIMERS \\u2014 This is a summary of the main product features. See below to learn more. \"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Apple M4 Pro chip\"},\n{\"Size\": \"16GB Unified Memory, 256GB SSD Storage\"},\n{\"Set\": \"without AppleCare+\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-01T17:23:35.661Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "mac mini"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$26.82", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$149.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B0DLBTPDCS"},
{"title": "Apple 2024 Mac Mini Desktop Computer with M4 chip with 10\u2011core CPU and 10\u2011core GPU: Built for Apple Intelligence, 16GB Unified Memory, 256GB SSD Storage, Gigabit Ethernet. Works with iPhone/iPad"},
{"price": "$549.00"},
{"bullet_list": "SIZE DOWN. POWER UP \u2014 The far mightier, way tinier Mac mini desktop computer is five by five inches of pure power. Built for Apple Intelligence.* Redesigned around Apple silicon to unleash the full speed and capabilities of the spectacular M4 chip. With ports at your convenience, on the front and back. LOOKS SMALL. LIVES LARGE \u2014 At just five by five inches, Mac mini is designed to fit perfectly next to a monitor and is easy to place just about anywhere. CONVENIENT CONNECTIONS \u2014 Get connected with Thunderbolt, HDMI, and Gigabit Ethernet ports on the back and, for the first time, front-facing USB-C ports and a headphone jack. SUPERCHARGED BY M4 \u2014 The powerful M4 chip delivers spectacular performance so everything feels snappy and fluid. BUILT FOR APPLE INTELLIGENCE \u2014 Apple Intelligence is the personal intelligence system that helps you write, express yourself, and get things done effortlessly. With groundbreaking privacy protections, it gives you peace of mind that no one else can access your data \u2014 not even Apple.* APPS FLY WITH APPLE SILICON \u2014 All your favorites, including Microsoft 365 and Adobe Creative Cloud, run lightning fast in macOS.* IF YOU LOVE IPHONE, YOU\u2019LL LOVE MAC \u2014 Mac works like magic with your other Apple devices. View and control what\u2019s on your iPhone from your Mac with iPhone Mirroring.* Copy something on iPhone and paste it on Mac. Send texts with Messages or use your Mac to answer FaceTime calls.*"},
{"bullet_list": " CARBON NEUTRAL \u2014 Mac mini is carbon neutral. Learn more about Apple\u2019s commitment to the environment at apple.com/2030. LEGAL DISCLAIMERS \u2014 This is a summary of the main product features. See below to learn more. "}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Style": "Apple M4 Pro chip"},
{"Size": "16GB Unified Memory, 256GB SSD Storage"},
{"Set": "without AppleCare+"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-01T17:23:35.661Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-01T17:23:35.661Z
|
click
|
product_option
|
rule
|
2025-04-01T17:23:35.661Z
|
click
|
product_option
|
train
| 308 |
2025-04-01T17:23:35.661Z
|
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": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "mac mini"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$26.82", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$149.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B0DLBTPDCS"},
{"title": "Apple 2024 Mac Mini Desktop Computer with M4 chip with 10\u2011core CPU and 10\u2011core GPU: Built for Apple Intelligence, 16GB Unified Memory, 256GB SSD Storage, Gigabit Ethernet. Works with iPhone/iPad"},
{"price": "$549.00"},
{"bullet_list": "SIZE DOWN. POWER UP \u2014 The far mightier, way tinier Mac mini desktop computer is five by five inches of pure power. Built for Apple Intelligence.* Redesigned around Apple silicon to unleash the full speed and capabilities of the spectacular M4 chip. With ports at your convenience, on the front and back. LOOKS SMALL. LIVES LARGE \u2014 At just five by five inches, Mac mini is designed to fit perfectly next to a monitor and is easy to place just about anywhere. CONVENIENT CONNECTIONS \u2014 Get connected with Thunderbolt, HDMI, and Gigabit Ethernet ports on the back and, for the first time, front-facing USB-C ports and a headphone jack. SUPERCHARGED BY M4 \u2014 The powerful M4 chip delivers spectacular performance so everything feels snappy and fluid. BUILT FOR APPLE INTELLIGENCE \u2014 Apple Intelligence is the personal intelligence system that helps you write, express yourself, and get things done effortlessly. With groundbreaking privacy protections, it gives you peace of mind that no one else can access your data \u2014 not even Apple.* APPS FLY WITH APPLE SILICON \u2014 All your favorites, including Microsoft 365 and Adobe Creative Cloud, run lightning fast in macOS.* IF YOU LOVE IPHONE, YOU\u2019LL LOVE MAC \u2014 Mac works like magic with your other Apple devices. View and control what\u2019s on your iPhone from your Mac with iPhone Mirroring.* Copy something on iPhone and paste it on Mac. Send texts with Messages or use your Mac to answer FaceTime calls.*"},
{"bullet_list": " CARBON NEUTRAL \u2014 Mac mini is carbon neutral. Learn more about Apple\u2019s commitment to the environment at apple.com/2030. LEGAL DISCLAIMERS \u2014 This is a summary of the main product features. See below to learn more. "}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Style": "Apple M4 Pro chip"},
{"Size": "16GB Unified Memory, 256GB SSD Storage"},
{"Set": "without AppleCare+"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-01T17:23:35.661Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"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\": \"mac mini\"}],\n\"cart_items\": [{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$26.82\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$149.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLBVHSLD\"},\n{\"title\": \"Apple 2024 Mac Mini Desktop Computer with M4 Pro chip with 12\\u2011core CPU and 16\\u2011core GPU: Built for Apple Intelligence, 24GB Unified Memory, 512GB SSD Storage, Gigabit Ethernet. Works with iPhone/iPad\"},\n{\"price\": \"$1,294.00\"},\n{\"bullet_list\": \"SIZE DOWN. POWER UP \\u2014 The far mightier, way tinier Mac mini desktop computer is five by five inches of pure power. Built for Apple Intelligence.* Redesigned around Apple silicon to unleash the full speed and capabilities of the spectacular M4 Pro chip. With ports at your convenience, on the front and back. LOOKS SMALL. LIVES LARGE \\u2014 At just five by five inches, Mac mini is designed to fit perfectly next to a monitor and is easy to place just about anywhere. CONVENIENT CONNECTIONS \\u2014 Get connected with Thunderbolt, HDMI, and Gigabit Ethernet ports on the back and, for the first time, front-facing USB-C ports and a headphone jack. SUPERCHARGED BY M4 PRO \\u2014 The M4 Pro chip brings extra power to take on demanding projects like working with complex scenes or compiling millions of lines of code. BUILT FOR APPLE INTELLIGENCE \\u2014 Apple Intelligence is the personal intelligence system that helps you write, express yourself, and get things done effortlessly. With groundbreaking privacy protections, it gives you peace of mind that no one else can access your data \\u2014 not even Apple.* APPS FLY WITH APPLE SILICON \\u2014 All your favorites, including Microsoft 365 and Adobe Creative Cloud, run lightning fast in macOS.* IF YOU LOVE IPHONE, YOU\\u2019LL LOVE MAC \\u2014 Mac works like magic with your other Apple devices. View and control what\\u2019s on your iPhone from your Mac with iPhone Mirroring.* Copy something on iPhone and paste it on Mac. Send texts with Messages or use your Mac to answer FaceTime calls.*\"},\n{\"bullet_list\": \" CARBON NEUTRAL \\u2014 Mac mini is carbon neutral. Learn more about Apple\\u2019s commitment to the environment at apple.com/2030. LEGAL DISCLAIMERS \\u2014 This is a summary of the main product features. See below to learn more. \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Apple M4 chip\"},\n{\"Size\": \"24GB Unified Memory, 512GB SSD Storage\"},\n{\"Set\": \"without AppleCare+\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-01T17:23:40.626Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "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": "mac mini"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$26.82", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$149.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B0DLBVHSLD"},
{"title": "Apple 2024 Mac Mini Desktop Computer with M4 Pro chip with 12\u2011core CPU and 16\u2011core GPU: Built for Apple Intelligence, 24GB Unified Memory, 512GB SSD Storage, Gigabit Ethernet. Works with iPhone/iPad"},
{"price": "$1,294.00"},
{"bullet_list": "SIZE DOWN. POWER UP \u2014 The far mightier, way tinier Mac mini desktop computer is five by five inches of pure power. Built for Apple Intelligence.* Redesigned around Apple silicon to unleash the full speed and capabilities of the spectacular M4 Pro chip. With ports at your convenience, on the front and back. LOOKS SMALL. LIVES LARGE \u2014 At just five by five inches, Mac mini is designed to fit perfectly next to a monitor and is easy to place just about anywhere. CONVENIENT CONNECTIONS \u2014 Get connected with Thunderbolt, HDMI, and Gigabit Ethernet ports on the back and, for the first time, front-facing USB-C ports and a headphone jack. SUPERCHARGED BY M4 PRO \u2014 The M4 Pro chip brings extra power to take on demanding projects like working with complex scenes or compiling millions of lines of code. BUILT FOR APPLE INTELLIGENCE \u2014 Apple Intelligence is the personal intelligence system that helps you write, express yourself, and get things done effortlessly. With groundbreaking privacy protections, it gives you peace of mind that no one else can access your data \u2014 not even Apple.* APPS FLY WITH APPLE SILICON \u2014 All your favorites, including Microsoft 365 and Adobe Creative Cloud, run lightning fast in macOS.* IF YOU LOVE IPHONE, YOU\u2019LL LOVE MAC \u2014 Mac works like magic with your other Apple devices. View and control what\u2019s on your iPhone from your Mac with iPhone Mirroring.* Copy something on iPhone and paste it on Mac. Send texts with Messages or use your Mac to answer FaceTime calls.*"},
{"bullet_list": " CARBON NEUTRAL \u2014 Mac mini is carbon neutral. Learn more about Apple\u2019s commitment to the environment at apple.com/2030. LEGAL DISCLAIMERS \u2014 This is a summary of the main product features. See below to learn more. "}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "Apple M4 chip"},
{"Size": "24GB Unified Memory, 512GB SSD Storage"},
{"Set": "without AppleCare+"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-01T17:23:40.626Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-01T17:23:40.626Z
|
click
|
product_option
|
rule
|
2025-04-01T17:23:40.626Z
|
click
|
product_option
|
train
| 309 |
2025-04-01T17:23:40.626Z
|
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": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "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": "mac mini"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$26.82", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$149.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B0DLBVHSLD"},
{"title": "Apple 2024 Mac Mini Desktop Computer with M4 Pro chip with 12\u2011core CPU and 16\u2011core GPU: Built for Apple Intelligence, 24GB Unified Memory, 512GB SSD Storage, Gigabit Ethernet. Works with iPhone/iPad"},
{"price": "$1,294.00"},
{"bullet_list": "SIZE DOWN. POWER UP \u2014 The far mightier, way tinier Mac mini desktop computer is five by five inches of pure power. Built for Apple Intelligence.* Redesigned around Apple silicon to unleash the full speed and capabilities of the spectacular M4 Pro chip. With ports at your convenience, on the front and back. LOOKS SMALL. LIVES LARGE \u2014 At just five by five inches, Mac mini is designed to fit perfectly next to a monitor and is easy to place just about anywhere. CONVENIENT CONNECTIONS \u2014 Get connected with Thunderbolt, HDMI, and Gigabit Ethernet ports on the back and, for the first time, front-facing USB-C ports and a headphone jack. SUPERCHARGED BY M4 PRO \u2014 The M4 Pro chip brings extra power to take on demanding projects like working with complex scenes or compiling millions of lines of code. BUILT FOR APPLE INTELLIGENCE \u2014 Apple Intelligence is the personal intelligence system that helps you write, express yourself, and get things done effortlessly. With groundbreaking privacy protections, it gives you peace of mind that no one else can access your data \u2014 not even Apple.* APPS FLY WITH APPLE SILICON \u2014 All your favorites, including Microsoft 365 and Adobe Creative Cloud, run lightning fast in macOS.* IF YOU LOVE IPHONE, YOU\u2019LL LOVE MAC \u2014 Mac works like magic with your other Apple devices. View and control what\u2019s on your iPhone from your Mac with iPhone Mirroring.* Copy something on iPhone and paste it on Mac. Send texts with Messages or use your Mac to answer FaceTime calls.*"},
{"bullet_list": " CARBON NEUTRAL \u2014 Mac mini is carbon neutral. Learn more about Apple\u2019s commitment to the environment at apple.com/2030. LEGAL DISCLAIMERS \u2014 This is a summary of the main product features. See below to learn more. "}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "Apple M4 chip"},
{"Size": "24GB Unified Memory, 512GB SSD Storage"},
{"Set": "without AppleCare+"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-01T17:23:40.626Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"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\": \"mac mini\"}],\n\"cart_items\": [{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$26.82\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$149.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLBV145M\"},\n{\"title\": \"Apple 2024 Mac Mini Desktop Computer with M4 chip with 10\\u2011core CPU and 10\\u2011core GPU: Built for Apple Intelligence, 24GB Unified Memory, 512GB SSD Storage, Gigabit Ethernet. Works with iPhone/iPad\"},\n{\"price\": \"$929.00\"},\n{\"bullet_list\": \"SIZE DOWN. POWER UP \\u2014 The far mightier, way tinier Mac mini desktop computer is five by five inches of pure power. Built for Apple Intelligence.* Redesigned around Apple silicon to unleash the full speed and capabilities of the spectacular M4 chip. With ports at your convenience, on the front and back. LOOKS SMALL. LIVES LARGE \\u2014 At just five by five inches, Mac mini is designed to fit perfectly next to a monitor and is easy to place just about anywhere. CONVENIENT CONNECTIONS \\u2014 Get connected with Thunderbolt, HDMI, and Gigabit Ethernet ports on the back and, for the first time, front-facing USB-C ports and a headphone jack. SUPERCHARGED BY M4 \\u2014 The powerful M4 chip delivers spectacular performance so everything feels snappy and fluid. BUILT FOR APPLE INTELLIGENCE \\u2014 Apple Intelligence is the personal intelligence system that helps you write, express yourself, and get things done effortlessly. With groundbreaking privacy protections, it gives you peace of mind that no one else can access your data \\u2014 not even Apple.* APPS FLY WITH APPLE SILICON \\u2014 All your favorites, including Microsoft 365 and Adobe Creative Cloud, run lightning fast in macOS.* IF YOU LOVE IPHONE, YOU\\u2019LL LOVE MAC \\u2014 Mac works like magic with your other Apple devices. View and control what\\u2019s on your iPhone from your Mac with iPhone Mirroring.* Copy something on iPhone and paste it on Mac. Send texts with Messages or use your Mac to answer FaceTime calls.*\"},\n{\"bullet_list\": \" CARBON NEUTRAL \\u2014 Mac mini is carbon neutral. Learn more about Apple\\u2019s commitment to the environment at apple.com/2030. LEGAL DISCLAIMERS \\u2014 This is a summary of the main product features. See below to learn more. \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Apple M4 Pro chip\"},\n{\"Size\": \"24GB Unified Memory, 512GB SSD Storage\"},\n{\"Set\": \"without AppleCare+\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-01T17:23:48.849Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "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": "mac mini"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$26.82", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$149.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B0DLBV145M"},
{"title": "Apple 2024 Mac Mini Desktop Computer with M4 chip with 10\u2011core CPU and 10\u2011core GPU: Built for Apple Intelligence, 24GB Unified Memory, 512GB SSD Storage, Gigabit Ethernet. Works with iPhone/iPad"},
{"price": "$929.00"},
{"bullet_list": "SIZE DOWN. POWER UP \u2014 The far mightier, way tinier Mac mini desktop computer is five by five inches of pure power. Built for Apple Intelligence.* Redesigned around Apple silicon to unleash the full speed and capabilities of the spectacular M4 chip. With ports at your convenience, on the front and back. LOOKS SMALL. LIVES LARGE \u2014 At just five by five inches, Mac mini is designed to fit perfectly next to a monitor and is easy to place just about anywhere. CONVENIENT CONNECTIONS \u2014 Get connected with Thunderbolt, HDMI, and Gigabit Ethernet ports on the back and, for the first time, front-facing USB-C ports and a headphone jack. SUPERCHARGED BY M4 \u2014 The powerful M4 chip delivers spectacular performance so everything feels snappy and fluid. BUILT FOR APPLE INTELLIGENCE \u2014 Apple Intelligence is the personal intelligence system that helps you write, express yourself, and get things done effortlessly. With groundbreaking privacy protections, it gives you peace of mind that no one else can access your data \u2014 not even Apple.* APPS FLY WITH APPLE SILICON \u2014 All your favorites, including Microsoft 365 and Adobe Creative Cloud, run lightning fast in macOS.* IF YOU LOVE IPHONE, YOU\u2019LL LOVE MAC \u2014 Mac works like magic with your other Apple devices. View and control what\u2019s on your iPhone from your Mac with iPhone Mirroring.* Copy something on iPhone and paste it on Mac. Send texts with Messages or use your Mac to answer FaceTime calls.*"},
{"bullet_list": " CARBON NEUTRAL \u2014 Mac mini is carbon neutral. Learn more about Apple\u2019s commitment to the environment at apple.com/2030. LEGAL DISCLAIMERS \u2014 This is a summary of the main product features. See below to learn more. "}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "Apple M4 Pro chip"},
{"Size": "24GB Unified Memory, 512GB SSD Storage"},
{"Set": "without AppleCare+"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-01T17:23:48.849Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-01T17:23:48.849Z
|
click
|
product_option
|
rule
|
2025-04-01T17:23:48.849Z
|
click
|
product_option
|
train
| 310 |
2025-04-01T17:23:48.849Z
|
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": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "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": "mac mini"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$26.82", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$149.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B0DLBV145M"},
{"title": "Apple 2024 Mac Mini Desktop Computer with M4 chip with 10\u2011core CPU and 10\u2011core GPU: Built for Apple Intelligence, 24GB Unified Memory, 512GB SSD Storage, Gigabit Ethernet. Works with iPhone/iPad"},
{"price": "$929.00"},
{"bullet_list": "SIZE DOWN. POWER UP \u2014 The far mightier, way tinier Mac mini desktop computer is five by five inches of pure power. Built for Apple Intelligence.* Redesigned around Apple silicon to unleash the full speed and capabilities of the spectacular M4 chip. With ports at your convenience, on the front and back. LOOKS SMALL. LIVES LARGE \u2014 At just five by five inches, Mac mini is designed to fit perfectly next to a monitor and is easy to place just about anywhere. CONVENIENT CONNECTIONS \u2014 Get connected with Thunderbolt, HDMI, and Gigabit Ethernet ports on the back and, for the first time, front-facing USB-C ports and a headphone jack. SUPERCHARGED BY M4 \u2014 The powerful M4 chip delivers spectacular performance so everything feels snappy and fluid. BUILT FOR APPLE INTELLIGENCE \u2014 Apple Intelligence is the personal intelligence system that helps you write, express yourself, and get things done effortlessly. With groundbreaking privacy protections, it gives you peace of mind that no one else can access your data \u2014 not even Apple.* APPS FLY WITH APPLE SILICON \u2014 All your favorites, including Microsoft 365 and Adobe Creative Cloud, run lightning fast in macOS.* IF YOU LOVE IPHONE, YOU\u2019LL LOVE MAC \u2014 Mac works like magic with your other Apple devices. View and control what\u2019s on your iPhone from your Mac with iPhone Mirroring.* Copy something on iPhone and paste it on Mac. Send texts with Messages or use your Mac to answer FaceTime calls.*"},
{"bullet_list": " CARBON NEUTRAL \u2014 Mac mini is carbon neutral. Learn more about Apple\u2019s commitment to the environment at apple.com/2030. LEGAL DISCLAIMERS \u2014 This is a summary of the main product features. See below to learn more. "}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "Apple M4 Pro chip"},
{"Size": "24GB Unified Memory, 512GB SSD Storage"},
{"Set": "without AppleCare+"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-01T17:23:48.849Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"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\": \"mac mini\"}],\n\"cart_items\": [{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$26.82\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$149.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLBVHSLD\"},\n{\"title\": \"Apple 2024 Mac Mini Desktop Computer with M4 Pro chip with 12\\u2011core CPU and 16\\u2011core GPU: Built for Apple Intelligence, 24GB Unified Memory, 512GB SSD Storage, Gigabit Ethernet. Works with iPhone/iPad\"},\n{\"price\": \"$1,294.00\"},\n{\"bullet_list\": \"SIZE DOWN. POWER UP \\u2014 The far mightier, way tinier Mac mini desktop computer is five by five inches of pure power. Built for Apple Intelligence.* Redesigned around Apple silicon to unleash the full speed and capabilities of the spectacular M4 Pro chip. With ports at your convenience, on the front and back. LOOKS SMALL. LIVES LARGE \\u2014 At just five by five inches, Mac mini is designed to fit perfectly next to a monitor and is easy to place just about anywhere. CONVENIENT CONNECTIONS \\u2014 Get connected with Thunderbolt, HDMI, and Gigabit Ethernet ports on the back and, for the first time, front-facing USB-C ports and a headphone jack. SUPERCHARGED BY M4 PRO \\u2014 The M4 Pro chip brings extra power to take on demanding projects like working with complex scenes or compiling millions of lines of code. BUILT FOR APPLE INTELLIGENCE \\u2014 Apple Intelligence is the personal intelligence system that helps you write, express yourself, and get things done effortlessly. With groundbreaking privacy protections, it gives you peace of mind that no one else can access your data \\u2014 not even Apple.* APPS FLY WITH APPLE SILICON \\u2014 All your favorites, including Microsoft 365 and Adobe Creative Cloud, run lightning fast in macOS.* IF YOU LOVE IPHONE, YOU\\u2019LL LOVE MAC \\u2014 Mac works like magic with your other Apple devices. View and control what\\u2019s on your iPhone from your Mac with iPhone Mirroring.* Copy something on iPhone and paste it on Mac. Send texts with Messages or use your Mac to answer FaceTime calls.*\"},\n{\"bullet_list\": \" CARBON NEUTRAL \\u2014 Mac mini is carbon neutral. Learn more about Apple\\u2019s commitment to the environment at apple.com/2030. LEGAL DISCLAIMERS \\u2014 This is a summary of the main product features. See below to learn more. \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Apple M4 Pro chip\"},\n{\"Size\": \"24GB Unified Memory, 512GB SSD Storage\"},\n{\"Set\": \"without AppleCare+\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-01T17:23:54.591Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "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": "mac mini"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$26.82", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$149.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B0DLBVHSLD"},
{"title": "Apple 2024 Mac Mini Desktop Computer with M4 Pro chip with 12\u2011core CPU and 16\u2011core GPU: Built for Apple Intelligence, 24GB Unified Memory, 512GB SSD Storage, Gigabit Ethernet. Works with iPhone/iPad"},
{"price": "$1,294.00"},
{"bullet_list": "SIZE DOWN. POWER UP \u2014 The far mightier, way tinier Mac mini desktop computer is five by five inches of pure power. Built for Apple Intelligence.* Redesigned around Apple silicon to unleash the full speed and capabilities of the spectacular M4 Pro chip. With ports at your convenience, on the front and back. LOOKS SMALL. LIVES LARGE \u2014 At just five by five inches, Mac mini is designed to fit perfectly next to a monitor and is easy to place just about anywhere. CONVENIENT CONNECTIONS \u2014 Get connected with Thunderbolt, HDMI, and Gigabit Ethernet ports on the back and, for the first time, front-facing USB-C ports and a headphone jack. SUPERCHARGED BY M4 PRO \u2014 The M4 Pro chip brings extra power to take on demanding projects like working with complex scenes or compiling millions of lines of code. BUILT FOR APPLE INTELLIGENCE \u2014 Apple Intelligence is the personal intelligence system that helps you write, express yourself, and get things done effortlessly. With groundbreaking privacy protections, it gives you peace of mind that no one else can access your data \u2014 not even Apple.* APPS FLY WITH APPLE SILICON \u2014 All your favorites, including Microsoft 365 and Adobe Creative Cloud, run lightning fast in macOS.* IF YOU LOVE IPHONE, YOU\u2019LL LOVE MAC \u2014 Mac works like magic with your other Apple devices. View and control what\u2019s on your iPhone from your Mac with iPhone Mirroring.* Copy something on iPhone and paste it on Mac. Send texts with Messages or use your Mac to answer FaceTime calls.*"},
{"bullet_list": " CARBON NEUTRAL \u2014 Mac mini is carbon neutral. Learn more about Apple\u2019s commitment to the environment at apple.com/2030. LEGAL DISCLAIMERS \u2014 This is a summary of the main product features. See below to learn more. "}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "Apple M4 Pro chip"},
{"Size": "24GB Unified Memory, 512GB SSD Storage"},
{"Set": "without AppleCare+"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-01T17:23:54.591Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-01T17:23:54.591Z
|
click
|
other
|
rule
|
2025-04-01T17:23:54.591Z
|
click
|
other
|
train
| 311 |
2025-04-01T17:23:54.591Z
|
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": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "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": "mac mini"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$26.82", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$149.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B0DLBVHSLD"},
{"title": "Apple 2024 Mac Mini Desktop Computer with M4 Pro chip with 12\u2011core CPU and 16\u2011core GPU: Built for Apple Intelligence, 24GB Unified Memory, 512GB SSD Storage, Gigabit Ethernet. Works with iPhone/iPad"},
{"price": "$1,294.00"},
{"bullet_list": "SIZE DOWN. POWER UP \u2014 The far mightier, way tinier Mac mini desktop computer is five by five inches of pure power. Built for Apple Intelligence.* Redesigned around Apple silicon to unleash the full speed and capabilities of the spectacular M4 Pro chip. With ports at your convenience, on the front and back. LOOKS SMALL. LIVES LARGE \u2014 At just five by five inches, Mac mini is designed to fit perfectly next to a monitor and is easy to place just about anywhere. CONVENIENT CONNECTIONS \u2014 Get connected with Thunderbolt, HDMI, and Gigabit Ethernet ports on the back and, for the first time, front-facing USB-C ports and a headphone jack. SUPERCHARGED BY M4 PRO \u2014 The M4 Pro chip brings extra power to take on demanding projects like working with complex scenes or compiling millions of lines of code. BUILT FOR APPLE INTELLIGENCE \u2014 Apple Intelligence is the personal intelligence system that helps you write, express yourself, and get things done effortlessly. With groundbreaking privacy protections, it gives you peace of mind that no one else can access your data \u2014 not even Apple.* APPS FLY WITH APPLE SILICON \u2014 All your favorites, including Microsoft 365 and Adobe Creative Cloud, run lightning fast in macOS.* IF YOU LOVE IPHONE, YOU\u2019LL LOVE MAC \u2014 Mac works like magic with your other Apple devices. View and control what\u2019s on your iPhone from your Mac with iPhone Mirroring.* Copy something on iPhone and paste it on Mac. Send texts with Messages or use your Mac to answer FaceTime calls.*"},
{"bullet_list": " CARBON NEUTRAL \u2014 Mac mini is carbon neutral. Learn more about Apple\u2019s commitment to the environment at apple.com/2030. LEGAL DISCLAIMERS \u2014 This is a summary of the main product features. See below to learn more. "}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "Apple M4 Pro chip"},
{"Size": "24GB Unified Memory, 512GB SSD Storage"},
{"Set": "without AppleCare+"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-01T17:23:54.591Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"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\": \"ray ban replacement nose pads\"}],\n\"cart_items\": [{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$34.44\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses\", \"asin\": \"B0BVM3N7BK\", \"price\": \"$6.48\", \"quantity\": \"\"},\n{\"title\": \"16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden\", \"asin\": \"B07LF1WFQY\", \"price\": \"$8.59\", \"quantity\": \"\"},\n{\"title\": \"Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)\", \"asin\": \"B07PQ5ZZCZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass\", \"asin\": \"B0CFFL1Z6H\", \"price\": \"$5.98\", \"quantity\": \"\"},\n{\"title\": \"4 Pairs Soft Silicone Replacement Nose Pads for RayBan\\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)\", \"asin\": \"B0D812S5KZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pairs Replacement Nose Pads for Ray-Ban RB3025 Aviator Sunglasses Clip-on Style Nose Pieces Guards for RB Glasses Frames (16mm, Gold)\", \"asin\": \"B0C9FNLFW6\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses\", \"asin\": \"B0BVM3N7BK\", \"price\": \"$6.48\", \"quantity\": \"\"},\n{\"title\": \"Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)\", \"asin\": \"B07PQ5ZZCZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass\", \"asin\": \"B0CFFL1Z6H\", \"price\": \"$5.98\", \"quantity\": \"\"},\n{\"title\": \"Sunglasses Nose Pads Replacement Kit for Ray-Ban, PTSLKHN Upgraded Eyeglasses Nose Pad, 5 Pairs of Sun Glasses Nose Pads\", \"asin\": \"B0CZRJ6B4T\", \"price\": \"$5.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Clear Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm\", \"asin\": \"B0DK7Q4ZTY\"},\n{\"title\": \"Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Black Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm\", \"asin\": \"B0DK7PHXXC\"}],\n\"search_results\": [{\"title\": \"6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses\", \"asin\": \"B0BVM3N7BK\", \"price\": \"$6.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass\", \"asin\": \"B0CFFL1Z6H\", \"price\": \"$5.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden\", \"asin\": \"B07LF1WFQY\", \"price\": \"$8.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)\", \"asin\": \"B07PQ5ZZCZ\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pairs Soft Silicone Replacement Nose Pads for RayBan\\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)\", \"asin\": \"B0D812S5KZ\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"5 Pairs Replacement Nose Pads for RayBan RB3549, RB4071, RB6336, RB7140, RB8415 and More Eyeglasses, Sunglasses Models (Silver)\", \"asin\": \"B0B7L2LXQW\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n{\"title\": \"Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)\", \"asin\": \"B07PQ5ZZCZ\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pairs Soft Silicone Replacement Nose Pads for RayBan\\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)\", \"asin\": \"B0D812S5KZ\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass\", \"asin\": \"B0CFFL1Z6H\", \"price\": \"$5.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Replacement Push-in Nose Pads for RayBan RB6335 RB3549 RB4071 RB6336 RB7140 RB8415 Sunglasses Eyglasses Repair-Kits (Silver)\", \"asin\": \"B07W8ZNYW4\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Replacement Temple Arms for Ray Ban aviator RB3025 RB3447 Sunglasses Repair Kit,Temple Arms,Nose Pads,screw,screwdriver.\", \"asin\": \"B0DSF4LZF9\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Soft Silicone Replacement Nose Pads for Ray-Ban RB3604/RB3523/RB3534/RB3549/RB3584/RB3614/RB3526/RB3538/RB3558\", \"asin\": \"B0CFFC2K53\", \"price\": \"$6.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 RB3026 RB3044 RB3261 RB3483 Clubmaster RB3016 Sunglass\", \"asin\": \"B0CFFJ8JZ6\", \"price\": \"$5.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"6 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 RB3026 RB3044 RB3261 RB3483 Clubmaster RB3016 Sunglass\", \"asin\": \"B0D1V11L1Q\", \"price\": \"$6.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"6 Pairs Replacement Nose Pads, Replacement Nose Pads for Ray Ban Clip-on Soft Nose Pads Sunglasses Repair Kits for RayBan Aviator RB3025 3026 RB3030 RB3211 RB3362 RB3625 (Gold+Silver)\", \"asin\": \"B0CB7G4W9J\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Replacement Push-in Nose Pads for RayBan RB6335 RB3549 RB4071 RB6336 RB7140 RB8415 Sunglasses Eyglasses Repair-Kits (Gold)\", \"asin\": \"B07W6STB3X\", \"price\": \"$7.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Sunglass Nose Pads,5 Pairs Replacement Glasses Nose Pieces Fit for Model RB3549,RB4071,RB6336,RB7140,RB8415 and More Eyeglasses,Sunglasses Frames(Silver)\", \"asin\": \"B0D257766V\", \"price\": \"$5.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses\", \"asin\": \"B0BVM3N7BK\", \"price\": \"$6.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Suitable/Replacement for Ray-Ban 3025 Aviator Sunglasse Temple Arms Nose Pads Temple Tips if Applicable (Balck arm+Black Temple)\", \"asin\": \"B0CWLBJST3\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"6 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass\", \"asin\": \"B0D1TYWT6Q\", \"price\": \"$6.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"DROGO Soft Silicone Replacement Nose Pads Nose Piece for RayBan RB3534/RB3536/RB3538/RB3604, Anti-Slip, Skin-Friendly\", \"asin\": \"B0CFP6H2YF\", \"price\": \"$4.99\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"8/20 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 | RB3492 Glasses\", \"asin\": \"B0DFPS5Y4G\", \"price\": \"$6.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Compatible with Ray-Ban Meta Wayfarer Eyeglass Nose Pad, 8 Pairs Soft Silicone Nose Pads, Anti Slip Replacement Nose Pads\", \"asin\": \"B0DZWWVM9K\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden\", \"asin\": \"B0D2DHHGVV\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Replacement Nose Pads for Ray Ban RB6335 RB3549 RB4071 RB6336 RB7140,RB8415 and More Eyeglasses\\uff0cSunglasses Moldels (5 Pairs Silver)\", \"asin\": \"B0D294BF1Z\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"BEHLINE Soft Silicone Eyeglasses Nose Pads,Anti-Slip Sunglasses Nose Pieces,Plug-in Glasses Nose Rest Repair Kit(Clear,16mm)\", \"asin\": \"B09T96D1FH\", \"price\": \"$5.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"DROGO Replacement Nose Pads for Ray Ban RB8148 51mm/RB8225 62mm/RB8165 51mm/RB8165 53mm/RB3293 63mm/RB3198 55mm Sunglass\", \"asin\": \"B0CW9LW836\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"8/20 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 | RB3523 | RB3526 | RB3558 | RB3530 Glasses\", \"asin\": \"B0D3GBML4M\", \"price\": \"$6.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"2 Pairs Soft Replacement Nose Pads for Ray-Ban RB3549 RB3614 RB4071 RB6335 RB6336 RB6363 RB7140 RB8415, Silicone Nosepiece Plug in Frame - Gold (16mm)\", \"asin\": \"B0DZWX6QJS\", \"price\": \"$4.88\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sunglasses Nose Pads Replacement Kit for Ray-Ban, PTSLKHN Upgraded Eyeglasses Nose Pad, 5 Pairs of Sun Glasses Nose Pads\", \"asin\": \"B0CZRJ6B4T\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Soft Silicone Replacement Nose Pads for Ray-Ban RB3604/RB3523/RB3534/RB3549/RB3584/RB3614/RB3526/RB3538/RB3558\", \"asin\": \"B0CFFC2K53\", \"price\": \"$6.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"5 Pairs Upgraded 13mm Soft Silicone Replacement Nose Pieces for Ray-Ban RB3604 RB3534 RB3523 RB3536 RB3549 RB3584 RB3526 RB3538 RB3558 RB3660 RB3530 Sunglass, Anti-Slip, Plug-in Nose Pads\", \"asin\": \"B0CHW7K1WM\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"6 Pairs Nose Pads Replacement for Ray-Ban RB6331 RB6336 RB3549 RB3663 RB3666 RB3708 RB4071 RB7140 RB8415 Sunglasses, Plug in Nose Pieces Guards for RB Glasses Frames\", \"asin\": \"B0D8VS517T\", \"price\": \"$6.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Eyeglasses Nose Pads, Upgraded Soft Silicone Air Chamber Eyeglass Nose Pads, 6 Pairs of Screw-in 15mm Glasses Nose Pad Set with Screws and Micro Screwdriver\", \"asin\": \"B07VH4DKY5\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Replacement Nose Pads for RayBan RB3025 RB3447Glasses Repair Kit. (14mm,Golden)\", \"asin\": \"B0CH2TF2TK\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"6 Pairs Replacement Nose Pads for Ray-Ban RB3025 Aviator Sunglasses Clip-on Style Nose Pieces Guards for RB Glasses Frames (16mm, Gold)\", \"asin\": \"B0C9FNLFW6\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Replacement Nose Pads for Ray-Ban Aviator RB3025 RB3016 Sunglasses Repair Kits,Bonus Sunglasses Cloth (Silver)\", \"asin\": \"B07PR94FL9\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"6 Pairs Replacement Nose Pads for Ray-Ban RB3526 RB3527 RB3549 RB3574 RB3584 RB3595 RB3673M RB4071 RB4264 RB6335 RB6336, RB Glasses Plug in Nose Pieces Guards, Gold Nosepads\", \"asin\": \"B0DPMQWMST\", \"price\": \"$6.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Only 6 left in stock - order soon.\"},\n{\"title\": \"6 Pairs Replacement Nose Pads for Ray-Ban RB3526 RB3549 RB3663 RB3584 RB4071 RB6331 RB6335 RB6336 RB6363 RB8415 Push-in Plug-in Style Eyeglasses, Gold Nosepads\", \"asin\": \"B0DPMP3ZZP\", \"price\": \"$6.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 15 left in stock - order soon.\"},\n{\"title\": \"Replacement Nose Pads for Aviator RB3025 3026 Sunglasses Repair Kits for Ray Ban (GOLD 16MM)\", \"asin\": \"B092PX48NP\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Replacement Temple Tips Nose Pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits,Bonus Sunglasses Cloth(Cllear)\", \"asin\": \"B07L6YM391\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Eyeglasses Nose Pads, TEKPREM Glasses Nose Pads Replacement Repair Tools Kit with 5 Pairs of Air Chamber Silicone Nose Pads,Screws,Screwdrivers,Tweezer and Cleaning Cloth for Glasses and Sunglasses\", \"asin\": \"B091FKTCN8\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB3604 RB3523 RB6336 RB7140 RB3534 RB3549 RB4071 Sunglasses\", \"asin\": \"B0CF1Y9SY4\", \"price\": \"$6.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Setex Gecko Grip 1mm Anti Slip Eyeglass Nose Pads, (5 Black Pair) USA Made, 2500 Innovative Microstructured Fibers per Nose Pad, 1mm x 7mm x 16mm\", \"asin\": \"B08C2T72ND\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Replacement Push-in Nose Pads14mm for RB6335 Glasses Repair Kits Small Size Bonus Lens Cloth (Silver 14mm)\", \"asin\": \"B0CH3C1NQC\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Eyeglass Replacement Nose Pads, Anti Slip Plug in Sunglasses Nose Piece,Glasses Nose Guard for RB6335 RB3549 RB4071 RB6336\", \"asin\": \"B0D62GX386\", \"price\": \"$4.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 8 left in stock - order soon.\"},\n{\"title\": \"6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB3604 RB3523 RB6336 RB7140 RB3534 RB3549 RB4071 RB8415 RB3526 RB3538 RB3558 RB3660 RB3530 RB8052 RB8054 Sunglasses | Eyeglasses\", \"asin\": \"B0DC6K8ZWB\", \"price\": \"$6.48\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"30 Pairs Replacement Nose Pads Clear Nose Pieces for Ray-Ban Aviator RB3025/Aviator RB3044/RB3261/RB3445/RB3483/RB3506/RB3519/RB3516/RB3293/RB3267/RB3362/RB3026/RB3490 Sunglass\", \"asin\": \"B0CHVRBVYM\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Setex Gecko Grip Ultra-Thin 0.6mm Anti Slip Eyeglass Nose Pads, (5 Clear Pair) Thinnest Nose Pads Available, Made in the USA, 2500 Patented Microstructured Fibers per Nose Pad, 0.6mm x 7mm x 16mm\", \"asin\": \"B08PZF22R1\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Seek Optics Replacement Nose Pads for Ray-Ban RB3588 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear\", \"asin\": \"B0D181CTD6\", \"price\": \"$11.99\", \"delivery\": \"$3.99 delivery Apr 14 - 15\"},\n{\"title\": \"Eyeglass Nose Pads, Soft Silicone Adhesive Nose Pads for Glasses, 3.2mm Heighten Anti-Slip Air Chamber Glasses Nose Pad for Full Plastic Frames, 12 Pairs (Clear)\", \"asin\": \"B0BQC8V5BY\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Seek Optics Replacement Nose Pads for Ray-Ban RB5154 49mm - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear\", \"asin\": \"B0D1824SNC\", \"price\": \"$11.99\", \"delivery\": \"$3.99 delivery Tue, Apr 15 Or fastest delivery Apr 10 - 14\"},\n{\"title\": \"Compatible/Replacement for Ray-Ban aviator 3025 Sunglasse Temple Arms Nose Pads Temple Tips if Applicable (Black)\", \"asin\": \"B07PSHYPPG\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Fri, Apr 11\"},\n{\"title\": \"DROGO 6 Pairs Yellow Soft Silicone Replacement Nose Pads Nose Piece for RayBan RB3025/RB3026/RB3044/RB3445/RB3516/RB3354/RB3478 Eyeglasses/Sunglasses, Anti-Slip, Skin-Friendly\", \"asin\": \"B0D1TVKM7J\", \"price\": \"$5.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Seek Optics Replacement Nose Pads for Ray-Ban RB3016 51mm Clubmaster - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear\", \"asin\": \"B0D17Y3LHV\", \"price\": \"$11.99\", \"delivery\": \"$3.99 delivery Mon, Apr 14\"},\n{\"title\": \"Nose Pads Replacement for Certain RB Frames |Soft, Comfortable, Durable, and Non Slipping Nose Pads | PVC | Gold Color | 1 Pair | by SPORTS WORLD VISION\", \"asin\": \"B07CRJYJVM\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"12 Pairs Upgraded Soft Silicone Replacement Nose Pieces for Ray-Ban Aviator RB3025 | RB3044 | RB3026 | RB3030 | RB3211 | RB3362 | Clubmaster Sunglasses, Anti-Slip, Clip-on Nose Pads - Clear\", \"asin\": \"B0DFH7732X\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 17 left in stock - order soon.\"},\n{\"title\": \"Seek Optics Replacement Nose Pads for Ray-Ban RB4264 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear\", \"asin\": \"B0D17ZG7VV\", \"price\": \"$11.99\", \"delivery\": \"$3.99 delivery Mon, Apr 14\"},\n{\"title\": \"Clear Soft Silicone Replacement Nose Pads for Ray-Ban Aviator RB3025/RB3026/RB3030/RB3211/RB3362/RB3445/RB4175\", \"asin\": \"B0CFFF3MKD\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Black Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm\", \"asin\": \"B0DK7PHXXC\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Seek Optics Replacement Nose Pads for Ray-Ban RB4263 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear\", \"asin\": \"B0D17ZT9T4\", \"price\": \"$11.99\", \"delivery\": \"$3.99 delivery Mon, Apr 14\"},\n{\"title\": \"Replacement 14mm Push-in Nose Pads for RB6335 Glasses Repair Kits,Bonus Lens Cloth. (Gold)\", \"asin\": \"B0BX33T9NB\", \"price\": \"$7.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Eyeglass Nose Pads, Adhesive Anti-Slip Nose Pads, Soft Silicone Nose Pad Cushion for Glasses, Eyeglasses, Sunglasses, 12 Pairs (Black)\", \"asin\": \"B08LPPWJRL\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Adhesive Nose Pad, 12 Pairs Eyeglass Nose Pads Stick On Silicone Anti-Slip for Glasses Sunglasses Thin Nose Pads Eyeglasses (6-Black & 6-Clear)\", \"asin\": \"B07R76TT69\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T20:39:04.148Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "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": "ray ban replacement nose pads"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$34.44", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"promotion_items": [{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses", "asin": "B0BVM3N7BK", "price": "$6.48", "quantity": ""},
{"title": "16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden", "asin": "B07LF1WFQY", "price": "$8.59", "quantity": ""},
{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)", "asin": "B07PQ5ZZCZ", "price": "$7.99", "quantity": ""},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0CFFL1Z6H", "price": "$5.98", "quantity": ""},
{"title": "4 Pairs Soft Silicone Replacement Nose Pads for RayBan\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)", "asin": "B0D812S5KZ", "price": "$7.99", "quantity": ""},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3025 Aviator Sunglasses Clip-on Style Nose Pieces Guards for RB Glasses Frames (16mm, Gold)", "asin": "B0C9FNLFW6", "price": "$7.99", "quantity": ""},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses", "asin": "B0BVM3N7BK", "price": "$6.48", "quantity": ""},
{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)", "asin": "B07PQ5ZZCZ", "price": "$7.99", "quantity": ""},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0CFFL1Z6H", "price": "$5.98", "quantity": ""},
{"title": "Sunglasses Nose Pads Replacement Kit for Ray-Ban, PTSLKHN Upgraded Eyeglasses Nose Pad, 5 Pairs of Sun Glasses Nose Pads", "asin": "B0CZRJ6B4T", "price": "$5.99", "quantity": ""}],
"ads": [{"title": "Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Clear Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm", "asin": "B0DK7Q4ZTY"},
{"title": "Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Black Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm", "asin": "B0DK7PHXXC"}],
"search_results": [{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses", "asin": "B0BVM3N7BK", "price": "$6.48", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0CFFL1Z6H", "price": "$5.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden", "asin": "B07LF1WFQY", "price": "$8.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)", "asin": "B07PQ5ZZCZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Soft Silicone Replacement Nose Pads for RayBan\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)", "asin": "B0D812S5KZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "5 Pairs Replacement Nose Pads for RayBan RB3549, RB4071, RB6336, RB7140, RB8415 and More Eyeglasses, Sunglasses Models (Silver)", "asin": "B0B7L2LXQW", "price": "$8.99", "delivery": "FREE delivery Sat, Apr 12 for Prime members"},
{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)", "asin": "B07PQ5ZZCZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Soft Silicone Replacement Nose Pads for RayBan\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)", "asin": "B0D812S5KZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0CFFL1Z6H", "price": "$5.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Push-in Nose Pads for RayBan RB6335 RB3549 RB4071 RB6336 RB7140 RB8415 Sunglasses Eyglasses Repair-Kits (Silver)", "asin": "B07W8ZNYW4", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Temple Arms for Ray Ban aviator RB3025 RB3447 Sunglasses Repair Kit,Temple Arms,Nose Pads,screw,screwdriver.", "asin": "B0DSF4LZF9", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Soft Silicone Replacement Nose Pads for Ray-Ban RB3604/RB3523/RB3534/RB3549/RB3584/RB3614/RB3526/RB3538/RB3558", "asin": "B0CFFC2K53", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 RB3026 RB3044 RB3261 RB3483 Clubmaster RB3016 Sunglass", "asin": "B0CFFJ8JZ6", "price": "$5.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 RB3026 RB3044 RB3261 RB3483 Clubmaster RB3016 Sunglass", "asin": "B0D1V11L1Q", "price": "$6.49", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "6 Pairs Replacement Nose Pads, Replacement Nose Pads for Ray Ban Clip-on Soft Nose Pads Sunglasses Repair Kits for RayBan Aviator RB3025 3026 RB3030 RB3211 RB3362 RB3625 (Gold+Silver)", "asin": "B0CB7G4W9J", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Push-in Nose Pads for RayBan RB6335 RB3549 RB4071 RB6336 RB7140 RB8415 Sunglasses Eyglasses Repair-Kits (Gold)", "asin": "B07W6STB3X", "price": "$7.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Sunglass Nose Pads,5 Pairs Replacement Glasses Nose Pieces Fit for Model RB3549,RB4071,RB6336,RB7140,RB8415 and More Eyeglasses,Sunglasses Frames(Silver)", "asin": "B0D257766V", "price": "$5.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses", "asin": "B0BVM3N7BK", "price": "$6.48", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Suitable/Replacement for Ray-Ban 3025 Aviator Sunglasse Temple Arms Nose Pads Temple Tips if Applicable (Balck arm+Black Temple)", "asin": "B0CWLBJST3", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0D1TYWT6Q", "price": "$6.49", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "DROGO Soft Silicone Replacement Nose Pads Nose Piece for RayBan RB3534/RB3536/RB3538/RB3604, Anti-Slip, Skin-Friendly", "asin": "B0CFP6H2YF", "price": "$4.99", "delivery": "FREE delivery Mon, Apr 14 for Prime members Only 1 left in stock - order soon."},
{"title": "8/20 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 | RB3492 Glasses", "asin": "B0DFPS5Y4G", "price": "$6.49", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Compatible with Ray-Ban Meta Wayfarer Eyeglass Nose Pad, 8 Pairs Soft Silicone Nose Pads, Anti Slip Replacement Nose Pads", "asin": "B0DZWWVM9K", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden", "asin": "B0D2DHHGVV", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Nose Pads for Ray Ban RB6335 RB3549 RB4071 RB6336 RB7140,RB8415 and More Eyeglasses\uff0cSunglasses Moldels (5 Pairs Silver)", "asin": "B0D294BF1Z", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "BEHLINE Soft Silicone Eyeglasses Nose Pads,Anti-Slip Sunglasses Nose Pieces,Plug-in Glasses Nose Rest Repair Kit(Clear,16mm)", "asin": "B09T96D1FH", "price": "$5.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "DROGO Replacement Nose Pads for Ray Ban RB8148 51mm/RB8225 62mm/RB8165 51mm/RB8165 53mm/RB3293 63mm/RB3198 55mm Sunglass", "asin": "B0CW9LW836", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "8/20 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 | RB3523 | RB3526 | RB3558 | RB3530 Glasses", "asin": "B0D3GBML4M", "price": "$6.49", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "2 Pairs Soft Replacement Nose Pads for Ray-Ban RB3549 RB3614 RB4071 RB6335 RB6336 RB6363 RB7140 RB8415, Silicone Nosepiece Plug in Frame - Gold (16mm)", "asin": "B0DZWX6QJS", "price": "$4.88", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Sunglasses Nose Pads Replacement Kit for Ray-Ban, PTSLKHN Upgraded Eyeglasses Nose Pad, 5 Pairs of Sun Glasses Nose Pads", "asin": "B0CZRJ6B4T", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Soft Silicone Replacement Nose Pads for Ray-Ban RB3604/RB3523/RB3534/RB3549/RB3584/RB3614/RB3526/RB3538/RB3558", "asin": "B0CFFC2K53", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "5 Pairs Upgraded 13mm Soft Silicone Replacement Nose Pieces for Ray-Ban RB3604 RB3534 RB3523 RB3536 RB3549 RB3584 RB3526 RB3538 RB3558 RB3660 RB3530 Sunglass, Anti-Slip, Plug-in Nose Pads", "asin": "B0CHW7K1WM", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Nose Pads Replacement for Ray-Ban RB6331 RB6336 RB3549 RB3663 RB3666 RB3708 RB4071 RB7140 RB8415 Sunglasses, Plug in Nose Pieces Guards for RB Glasses Frames", "asin": "B0D8VS517T", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Eyeglasses Nose Pads, Upgraded Soft Silicone Air Chamber Eyeglass Nose Pads, 6 Pairs of Screw-in 15mm Glasses Nose Pad Set with Screws and Micro Screwdriver", "asin": "B07VH4DKY5", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Nose Pads for RayBan RB3025 RB3447Glasses Repair Kit. (14mm,Golden)", "asin": "B0CH2TF2TK", "price": "$6.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3025 Aviator Sunglasses Clip-on Style Nose Pieces Guards for RB Glasses Frames (16mm, Gold)", "asin": "B0C9FNLFW6", "price": "$7.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Replacement Nose Pads for Ray-Ban Aviator RB3025 RB3016 Sunglasses Repair Kits,Bonus Sunglasses Cloth (Silver)", "asin": "B07PR94FL9", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3526 RB3527 RB3549 RB3574 RB3584 RB3595 RB3673M RB4071 RB4264 RB6335 RB6336, RB Glasses Plug in Nose Pieces Guards, Gold Nosepads", "asin": "B0DPMQWMST", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Only 6 left in stock - order soon."},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3526 RB3549 RB3663 RB3584 RB4071 RB6331 RB6335 RB6336 RB6363 RB8415 Push-in Plug-in Style Eyeglasses, Gold Nosepads", "asin": "B0DPMP3ZZP", "price": "$6.49", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 15 left in stock - order soon."},
{"title": "Replacement Nose Pads for Aviator RB3025 3026 Sunglasses Repair Kits for Ray Ban (GOLD 16MM)", "asin": "B092PX48NP", "price": "$6.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Replacement Temple Tips Nose Pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits,Bonus Sunglasses Cloth(Cllear)", "asin": "B07L6YM391", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Eyeglasses Nose Pads, TEKPREM Glasses Nose Pads Replacement Repair Tools Kit with 5 Pairs of Air Chamber Silicone Nose Pads,Screws,Screwdrivers,Tweezer and Cleaning Cloth for Glasses and Sunglasses", "asin": "B091FKTCN8", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB3604 RB3523 RB6336 RB7140 RB3534 RB3549 RB4071 Sunglasses", "asin": "B0CF1Y9SY4", "price": "$6.48", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Setex Gecko Grip 1mm Anti Slip Eyeglass Nose Pads, (5 Black Pair) USA Made, 2500 Innovative Microstructured Fibers per Nose Pad, 1mm x 7mm x 16mm", "asin": "B08C2T72ND", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Push-in Nose Pads14mm for RB6335 Glasses Repair Kits Small Size Bonus Lens Cloth (Silver 14mm)", "asin": "B0CH3C1NQC", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Eyeglass Replacement Nose Pads, Anti Slip Plug in Sunglasses Nose Piece,Glasses Nose Guard for RB6335 RB3549 RB4071 RB6336", "asin": "B0D62GX386", "price": "$4.95", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 8 left in stock - order soon."},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB3604 RB3523 RB6336 RB7140 RB3534 RB3549 RB4071 RB8415 RB3526 RB3538 RB3558 RB3660 RB3530 RB8052 RB8054 Sunglasses | Eyeglasses", "asin": "B0DC6K8ZWB", "price": "$6.48", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "30 Pairs Replacement Nose Pads Clear Nose Pieces for Ray-Ban Aviator RB3025/Aviator RB3044/RB3261/RB3445/RB3483/RB3506/RB3519/RB3516/RB3293/RB3267/RB3362/RB3026/RB3490 Sunglass", "asin": "B0CHVRBVYM", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Setex Gecko Grip Ultra-Thin 0.6mm Anti Slip Eyeglass Nose Pads, (5 Clear Pair) Thinnest Nose Pads Available, Made in the USA, 2500 Patented Microstructured Fibers per Nose Pad, 0.6mm x 7mm x 16mm", "asin": "B08PZF22R1", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB3588 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D181CTD6", "price": "$11.99", "delivery": "$3.99 delivery Apr 14 - 15"},
{"title": "Eyeglass Nose Pads, Soft Silicone Adhesive Nose Pads for Glasses, 3.2mm Heighten Anti-Slip Air Chamber Glasses Nose Pad for Full Plastic Frames, 12 Pairs (Clear)", "asin": "B0BQC8V5BY", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB5154 49mm - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D1824SNC", "price": "$11.99", "delivery": "$3.99 delivery Tue, Apr 15 Or fastest delivery Apr 10 - 14"},
{"title": "Compatible/Replacement for Ray-Ban aviator 3025 Sunglasse Temple Arms Nose Pads Temple Tips if Applicable (Black)", "asin": "B07PSHYPPG", "price": "$19.99", "delivery": "FREE delivery Fri, Apr 11"},
{"title": "DROGO 6 Pairs Yellow Soft Silicone Replacement Nose Pads Nose Piece for RayBan RB3025/RB3026/RB3044/RB3445/RB3516/RB3354/RB3478 Eyeglasses/Sunglasses, Anti-Slip, Skin-Friendly", "asin": "B0D1TVKM7J", "price": "$5.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB3016 51mm Clubmaster - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D17Y3LHV", "price": "$11.99", "delivery": "$3.99 delivery Mon, Apr 14"},
{"title": "Nose Pads Replacement for Certain RB Frames |Soft, Comfortable, Durable, and Non Slipping Nose Pads | PVC | Gold Color | 1 Pair | by SPORTS WORLD VISION", "asin": "B07CRJYJVM", "price": "$6.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "12 Pairs Upgraded Soft Silicone Replacement Nose Pieces for Ray-Ban Aviator RB3025 | RB3044 | RB3026 | RB3030 | RB3211 | RB3362 | Clubmaster Sunglasses, Anti-Slip, Clip-on Nose Pads - Clear", "asin": "B0DFH7732X", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 17 left in stock - order soon."},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB4264 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D17ZG7VV", "price": "$11.99", "delivery": "$3.99 delivery Mon, Apr 14"},
{"title": "Clear Soft Silicone Replacement Nose Pads for Ray-Ban Aviator RB3025/RB3026/RB3030/RB3211/RB3362/RB3445/RB4175", "asin": "B0CFFF3MKD", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Black Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm", "asin": "B0DK7PHXXC", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB4263 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D17ZT9T4", "price": "$11.99", "delivery": "$3.99 delivery Mon, Apr 14"},
{"title": "Replacement 14mm Push-in Nose Pads for RB6335 Glasses Repair Kits,Bonus Lens Cloth. (Gold)", "asin": "B0BX33T9NB", "price": "$7.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Eyeglass Nose Pads, Adhesive Anti-Slip Nose Pads, Soft Silicone Nose Pad Cushion for Glasses, Eyeglasses, Sunglasses, 12 Pairs (Black)", "asin": "B08LPPWJRL", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Adhesive Nose Pad, 12 Pairs Eyeglass Nose Pads Stick On Silicone Anti-Slip for Glasses Sunglasses Thin Nose Pads Eyeglasses (6-Black & 6-Clear)", "asin": "B07R76TT69", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T20:39:04.148Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-07T20:39:04.148Z
|
input
|
rb5424D ray ban replacement nose pads
|
rule
|
2025-04-07T20:39:04.148Z
|
input
|
rb5424D ray ban replacement nose pads
|
train
| 312 |
2025-04-07T20:39:04.148Z
|
input
|
rb5424D ray ban replacement nose pads
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "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": "ray ban replacement nose pads"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$34.44", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"promotion_items": [{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses", "asin": "B0BVM3N7BK", "price": "$6.48", "quantity": ""},
{"title": "16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden", "asin": "B07LF1WFQY", "price": "$8.59", "quantity": ""},
{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)", "asin": "B07PQ5ZZCZ", "price": "$7.99", "quantity": ""},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0CFFL1Z6H", "price": "$5.98", "quantity": ""},
{"title": "4 Pairs Soft Silicone Replacement Nose Pads for RayBan\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)", "asin": "B0D812S5KZ", "price": "$7.99", "quantity": ""},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3025 Aviator Sunglasses Clip-on Style Nose Pieces Guards for RB Glasses Frames (16mm, Gold)", "asin": "B0C9FNLFW6", "price": "$7.99", "quantity": ""},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses", "asin": "B0BVM3N7BK", "price": "$6.48", "quantity": ""},
{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)", "asin": "B07PQ5ZZCZ", "price": "$7.99", "quantity": ""},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0CFFL1Z6H", "price": "$5.98", "quantity": ""},
{"title": "Sunglasses Nose Pads Replacement Kit for Ray-Ban, PTSLKHN Upgraded Eyeglasses Nose Pad, 5 Pairs of Sun Glasses Nose Pads", "asin": "B0CZRJ6B4T", "price": "$5.99", "quantity": ""}],
"ads": [{"title": "Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Clear Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm", "asin": "B0DK7Q4ZTY"},
{"title": "Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Black Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm", "asin": "B0DK7PHXXC"}],
"search_results": [{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses", "asin": "B0BVM3N7BK", "price": "$6.48", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0CFFL1Z6H", "price": "$5.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden", "asin": "B07LF1WFQY", "price": "$8.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)", "asin": "B07PQ5ZZCZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Soft Silicone Replacement Nose Pads for RayBan\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)", "asin": "B0D812S5KZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "5 Pairs Replacement Nose Pads for RayBan RB3549, RB4071, RB6336, RB7140, RB8415 and More Eyeglasses, Sunglasses Models (Silver)", "asin": "B0B7L2LXQW", "price": "$8.99", "delivery": "FREE delivery Sat, Apr 12 for Prime members"},
{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)", "asin": "B07PQ5ZZCZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Soft Silicone Replacement Nose Pads for RayBan\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)", "asin": "B0D812S5KZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0CFFL1Z6H", "price": "$5.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Push-in Nose Pads for RayBan RB6335 RB3549 RB4071 RB6336 RB7140 RB8415 Sunglasses Eyglasses Repair-Kits (Silver)", "asin": "B07W8ZNYW4", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Temple Arms for Ray Ban aviator RB3025 RB3447 Sunglasses Repair Kit,Temple Arms,Nose Pads,screw,screwdriver.", "asin": "B0DSF4LZF9", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Soft Silicone Replacement Nose Pads for Ray-Ban RB3604/RB3523/RB3534/RB3549/RB3584/RB3614/RB3526/RB3538/RB3558", "asin": "B0CFFC2K53", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 RB3026 RB3044 RB3261 RB3483 Clubmaster RB3016 Sunglass", "asin": "B0CFFJ8JZ6", "price": "$5.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 RB3026 RB3044 RB3261 RB3483 Clubmaster RB3016 Sunglass", "asin": "B0D1V11L1Q", "price": "$6.49", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "6 Pairs Replacement Nose Pads, Replacement Nose Pads for Ray Ban Clip-on Soft Nose Pads Sunglasses Repair Kits for RayBan Aviator RB3025 3026 RB3030 RB3211 RB3362 RB3625 (Gold+Silver)", "asin": "B0CB7G4W9J", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Push-in Nose Pads for RayBan RB6335 RB3549 RB4071 RB6336 RB7140 RB8415 Sunglasses Eyglasses Repair-Kits (Gold)", "asin": "B07W6STB3X", "price": "$7.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Sunglass Nose Pads,5 Pairs Replacement Glasses Nose Pieces Fit for Model RB3549,RB4071,RB6336,RB7140,RB8415 and More Eyeglasses,Sunglasses Frames(Silver)", "asin": "B0D257766V", "price": "$5.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses", "asin": "B0BVM3N7BK", "price": "$6.48", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Suitable/Replacement for Ray-Ban 3025 Aviator Sunglasse Temple Arms Nose Pads Temple Tips if Applicable (Balck arm+Black Temple)", "asin": "B0CWLBJST3", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0D1TYWT6Q", "price": "$6.49", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "DROGO Soft Silicone Replacement Nose Pads Nose Piece for RayBan RB3534/RB3536/RB3538/RB3604, Anti-Slip, Skin-Friendly", "asin": "B0CFP6H2YF", "price": "$4.99", "delivery": "FREE delivery Mon, Apr 14 for Prime members Only 1 left in stock - order soon."},
{"title": "8/20 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 | RB3492 Glasses", "asin": "B0DFPS5Y4G", "price": "$6.49", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Compatible with Ray-Ban Meta Wayfarer Eyeglass Nose Pad, 8 Pairs Soft Silicone Nose Pads, Anti Slip Replacement Nose Pads", "asin": "B0DZWWVM9K", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden", "asin": "B0D2DHHGVV", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Nose Pads for Ray Ban RB6335 RB3549 RB4071 RB6336 RB7140,RB8415 and More Eyeglasses\uff0cSunglasses Moldels (5 Pairs Silver)", "asin": "B0D294BF1Z", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "BEHLINE Soft Silicone Eyeglasses Nose Pads,Anti-Slip Sunglasses Nose Pieces,Plug-in Glasses Nose Rest Repair Kit(Clear,16mm)", "asin": "B09T96D1FH", "price": "$5.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "DROGO Replacement Nose Pads for Ray Ban RB8148 51mm/RB8225 62mm/RB8165 51mm/RB8165 53mm/RB3293 63mm/RB3198 55mm Sunglass", "asin": "B0CW9LW836", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "8/20 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 | RB3523 | RB3526 | RB3558 | RB3530 Glasses", "asin": "B0D3GBML4M", "price": "$6.49", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "2 Pairs Soft Replacement Nose Pads for Ray-Ban RB3549 RB3614 RB4071 RB6335 RB6336 RB6363 RB7140 RB8415, Silicone Nosepiece Plug in Frame - Gold (16mm)", "asin": "B0DZWX6QJS", "price": "$4.88", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Sunglasses Nose Pads Replacement Kit for Ray-Ban, PTSLKHN Upgraded Eyeglasses Nose Pad, 5 Pairs of Sun Glasses Nose Pads", "asin": "B0CZRJ6B4T", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Soft Silicone Replacement Nose Pads for Ray-Ban RB3604/RB3523/RB3534/RB3549/RB3584/RB3614/RB3526/RB3538/RB3558", "asin": "B0CFFC2K53", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "5 Pairs Upgraded 13mm Soft Silicone Replacement Nose Pieces for Ray-Ban RB3604 RB3534 RB3523 RB3536 RB3549 RB3584 RB3526 RB3538 RB3558 RB3660 RB3530 Sunglass, Anti-Slip, Plug-in Nose Pads", "asin": "B0CHW7K1WM", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Nose Pads Replacement for Ray-Ban RB6331 RB6336 RB3549 RB3663 RB3666 RB3708 RB4071 RB7140 RB8415 Sunglasses, Plug in Nose Pieces Guards for RB Glasses Frames", "asin": "B0D8VS517T", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Eyeglasses Nose Pads, Upgraded Soft Silicone Air Chamber Eyeglass Nose Pads, 6 Pairs of Screw-in 15mm Glasses Nose Pad Set with Screws and Micro Screwdriver", "asin": "B07VH4DKY5", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Nose Pads for RayBan RB3025 RB3447Glasses Repair Kit. (14mm,Golden)", "asin": "B0CH2TF2TK", "price": "$6.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3025 Aviator Sunglasses Clip-on Style Nose Pieces Guards for RB Glasses Frames (16mm, Gold)", "asin": "B0C9FNLFW6", "price": "$7.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Replacement Nose Pads for Ray-Ban Aviator RB3025 RB3016 Sunglasses Repair Kits,Bonus Sunglasses Cloth (Silver)", "asin": "B07PR94FL9", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3526 RB3527 RB3549 RB3574 RB3584 RB3595 RB3673M RB4071 RB4264 RB6335 RB6336, RB Glasses Plug in Nose Pieces Guards, Gold Nosepads", "asin": "B0DPMQWMST", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Only 6 left in stock - order soon."},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3526 RB3549 RB3663 RB3584 RB4071 RB6331 RB6335 RB6336 RB6363 RB8415 Push-in Plug-in Style Eyeglasses, Gold Nosepads", "asin": "B0DPMP3ZZP", "price": "$6.49", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 15 left in stock - order soon."},
{"title": "Replacement Nose Pads for Aviator RB3025 3026 Sunglasses Repair Kits for Ray Ban (GOLD 16MM)", "asin": "B092PX48NP", "price": "$6.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Replacement Temple Tips Nose Pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits,Bonus Sunglasses Cloth(Cllear)", "asin": "B07L6YM391", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Eyeglasses Nose Pads, TEKPREM Glasses Nose Pads Replacement Repair Tools Kit with 5 Pairs of Air Chamber Silicone Nose Pads,Screws,Screwdrivers,Tweezer and Cleaning Cloth for Glasses and Sunglasses", "asin": "B091FKTCN8", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB3604 RB3523 RB6336 RB7140 RB3534 RB3549 RB4071 Sunglasses", "asin": "B0CF1Y9SY4", "price": "$6.48", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Setex Gecko Grip 1mm Anti Slip Eyeglass Nose Pads, (5 Black Pair) USA Made, 2500 Innovative Microstructured Fibers per Nose Pad, 1mm x 7mm x 16mm", "asin": "B08C2T72ND", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Push-in Nose Pads14mm for RB6335 Glasses Repair Kits Small Size Bonus Lens Cloth (Silver 14mm)", "asin": "B0CH3C1NQC", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Eyeglass Replacement Nose Pads, Anti Slip Plug in Sunglasses Nose Piece,Glasses Nose Guard for RB6335 RB3549 RB4071 RB6336", "asin": "B0D62GX386", "price": "$4.95", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 8 left in stock - order soon."},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB3604 RB3523 RB6336 RB7140 RB3534 RB3549 RB4071 RB8415 RB3526 RB3538 RB3558 RB3660 RB3530 RB8052 RB8054 Sunglasses | Eyeglasses", "asin": "B0DC6K8ZWB", "price": "$6.48", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "30 Pairs Replacement Nose Pads Clear Nose Pieces for Ray-Ban Aviator RB3025/Aviator RB3044/RB3261/RB3445/RB3483/RB3506/RB3519/RB3516/RB3293/RB3267/RB3362/RB3026/RB3490 Sunglass", "asin": "B0CHVRBVYM", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Setex Gecko Grip Ultra-Thin 0.6mm Anti Slip Eyeglass Nose Pads, (5 Clear Pair) Thinnest Nose Pads Available, Made in the USA, 2500 Patented Microstructured Fibers per Nose Pad, 0.6mm x 7mm x 16mm", "asin": "B08PZF22R1", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB3588 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D181CTD6", "price": "$11.99", "delivery": "$3.99 delivery Apr 14 - 15"},
{"title": "Eyeglass Nose Pads, Soft Silicone Adhesive Nose Pads for Glasses, 3.2mm Heighten Anti-Slip Air Chamber Glasses Nose Pad for Full Plastic Frames, 12 Pairs (Clear)", "asin": "B0BQC8V5BY", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB5154 49mm - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D1824SNC", "price": "$11.99", "delivery": "$3.99 delivery Tue, Apr 15 Or fastest delivery Apr 10 - 14"},
{"title": "Compatible/Replacement for Ray-Ban aviator 3025 Sunglasse Temple Arms Nose Pads Temple Tips if Applicable (Black)", "asin": "B07PSHYPPG", "price": "$19.99", "delivery": "FREE delivery Fri, Apr 11"},
{"title": "DROGO 6 Pairs Yellow Soft Silicone Replacement Nose Pads Nose Piece for RayBan RB3025/RB3026/RB3044/RB3445/RB3516/RB3354/RB3478 Eyeglasses/Sunglasses, Anti-Slip, Skin-Friendly", "asin": "B0D1TVKM7J", "price": "$5.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB3016 51mm Clubmaster - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D17Y3LHV", "price": "$11.99", "delivery": "$3.99 delivery Mon, Apr 14"},
{"title": "Nose Pads Replacement for Certain RB Frames |Soft, Comfortable, Durable, and Non Slipping Nose Pads | PVC | Gold Color | 1 Pair | by SPORTS WORLD VISION", "asin": "B07CRJYJVM", "price": "$6.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "12 Pairs Upgraded Soft Silicone Replacement Nose Pieces for Ray-Ban Aviator RB3025 | RB3044 | RB3026 | RB3030 | RB3211 | RB3362 | Clubmaster Sunglasses, Anti-Slip, Clip-on Nose Pads - Clear", "asin": "B0DFH7732X", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 17 left in stock - order soon."},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB4264 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D17ZG7VV", "price": "$11.99", "delivery": "$3.99 delivery Mon, Apr 14"},
{"title": "Clear Soft Silicone Replacement Nose Pads for Ray-Ban Aviator RB3025/RB3026/RB3030/RB3211/RB3362/RB3445/RB4175", "asin": "B0CFFF3MKD", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Black Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm", "asin": "B0DK7PHXXC", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB4263 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D17ZT9T4", "price": "$11.99", "delivery": "$3.99 delivery Mon, Apr 14"},
{"title": "Replacement 14mm Push-in Nose Pads for RB6335 Glasses Repair Kits,Bonus Lens Cloth. (Gold)", "asin": "B0BX33T9NB", "price": "$7.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Eyeglass Nose Pads, Adhesive Anti-Slip Nose Pads, Soft Silicone Nose Pad Cushion for Glasses, Eyeglasses, Sunglasses, 12 Pairs (Black)", "asin": "B08LPPWJRL", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Adhesive Nose Pad, 12 Pairs Eyeglass Nose Pads Stick On Silicone Anti-Slip for Glasses Sunglasses Thin Nose Pads Eyeglasses (6-Black & 6-Clear)", "asin": "B07R76TT69", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T20:39:04.148Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"rb5424D ray ban replacement nose pads\"}],\n\"cart_items\": [{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$34.44\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses\", \"asin\": \"B0BVM3N7BK\", \"price\": \"$6.48\", \"quantity\": \"\"},\n{\"title\": \"16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden\", \"asin\": \"B07LF1WFQY\", \"price\": \"$8.59\", \"quantity\": \"\"},\n{\"title\": \"Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)\", \"asin\": \"B07PQ5ZZCZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass\", \"asin\": \"B0CFFL1Z6H\", \"price\": \"$5.98\", \"quantity\": \"\"},\n{\"title\": \"4 Pairs Soft Silicone Replacement Nose Pads for RayBan\\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)\", \"asin\": \"B0D812S5KZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pairs Replacement Nose Pads for Ray-Ban RB3025 Aviator Sunglasses Clip-on Style Nose Pieces Guards for RB Glasses Frames (16mm, Gold)\", \"asin\": \"B0C9FNLFW6\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses\", \"asin\": \"B0BVM3N7BK\", \"price\": \"$6.48\", \"quantity\": \"\"},\n{\"title\": \"Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)\", \"asin\": \"B07PQ5ZZCZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass\", \"asin\": \"B0CFFL1Z6H\", \"price\": \"$5.98\", \"quantity\": \"\"},\n{\"title\": \"Sunglasses Nose Pads Replacement Kit for Ray-Ban, PTSLKHN Upgraded Eyeglasses Nose Pad, 5 Pairs of Sun Glasses Nose Pads\", \"asin\": \"B0CZRJ6B4T\", \"price\": \"$5.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Clear Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm\", \"asin\": \"B0DK7Q4ZTY\"},\n{\"title\": \"Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Black Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm\", \"asin\": \"B0DK7PHXXC\"}],\n\"search_results\": [{\"title\": \"6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses\", \"asin\": \"B0BVM3N7BK\", \"price\": \"$6.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass\", \"asin\": \"B0CFFL1Z6H\", \"price\": \"$5.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden\", \"asin\": \"B07LF1WFQY\", \"price\": \"$8.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)\", \"asin\": \"B07PQ5ZZCZ\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pairs Soft Silicone Replacement Nose Pads for RayBan\\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)\", \"asin\": \"B0D812S5KZ\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"5 Pairs Replacement Nose Pads for RayBan RB3549, RB4071, RB6336, RB7140, RB8415 and More Eyeglasses, Sunglasses Models (Silver)\", \"asin\": \"B0B7L2LXQW\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n{\"title\": \"Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)\", \"asin\": \"B07PQ5ZZCZ\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pairs Soft Silicone Replacement Nose Pads for RayBan\\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)\", \"asin\": \"B0D812S5KZ\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass\", \"asin\": \"B0CFFL1Z6H\", \"price\": \"$5.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Replacement Push-in Nose Pads for RayBan RB6335 RB3549 RB4071 RB6336 RB7140 RB8415 Sunglasses Eyglasses Repair-Kits (Silver)\", \"asin\": \"B07W8ZNYW4\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Replacement Temple Arms for Ray Ban aviator RB3025 RB3447 Sunglasses Repair Kit,Temple Arms,Nose Pads,screw,screwdriver.\", \"asin\": \"B0DSF4LZF9\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Soft Silicone Replacement Nose Pads for Ray-Ban RB3604/RB3523/RB3534/RB3549/RB3584/RB3614/RB3526/RB3538/RB3558\", \"asin\": \"B0CFFC2K53\", \"price\": \"$6.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 RB3026 RB3044 RB3261 RB3483 Clubmaster RB3016 Sunglass\", \"asin\": \"B0CFFJ8JZ6\", \"price\": \"$5.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"6 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 RB3026 RB3044 RB3261 RB3483 Clubmaster RB3016 Sunglass\", \"asin\": \"B0D1V11L1Q\", \"price\": \"$6.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"6 Pairs Replacement Nose Pads, Replacement Nose Pads for Ray Ban Clip-on Soft Nose Pads Sunglasses Repair Kits for RayBan Aviator RB3025 3026 RB3030 RB3211 RB3362 RB3625 (Gold+Silver)\", \"asin\": \"B0CB7G4W9J\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Replacement Push-in Nose Pads for RayBan RB6335 RB3549 RB4071 RB6336 RB7140 RB8415 Sunglasses Eyglasses Repair-Kits (Gold)\", \"asin\": \"B07W6STB3X\", \"price\": \"$7.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Sunglass Nose Pads,5 Pairs Replacement Glasses Nose Pieces Fit for Model RB3549,RB4071,RB6336,RB7140,RB8415 and More Eyeglasses,Sunglasses Frames(Silver)\", \"asin\": \"B0D257766V\", \"price\": \"$5.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses\", \"asin\": \"B0BVM3N7BK\", \"price\": \"$6.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Suitable/Replacement for Ray-Ban 3025 Aviator Sunglasse Temple Arms Nose Pads Temple Tips if Applicable (Balck arm+Black Temple)\", \"asin\": \"B0CWLBJST3\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"6 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass\", \"asin\": \"B0D1TYWT6Q\", \"price\": \"$6.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"DROGO Soft Silicone Replacement Nose Pads Nose Piece for RayBan RB3534/RB3536/RB3538/RB3604, Anti-Slip, Skin-Friendly\", \"asin\": \"B0CFP6H2YF\", \"price\": \"$4.99\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"8/20 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 | RB3492 Glasses\", \"asin\": \"B0DFPS5Y4G\", \"price\": \"$6.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Compatible with Ray-Ban Meta Wayfarer Eyeglass Nose Pad, 8 Pairs Soft Silicone Nose Pads, Anti Slip Replacement Nose Pads\", \"asin\": \"B0DZWWVM9K\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden\", \"asin\": \"B0D2DHHGVV\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Replacement Nose Pads for Ray Ban RB6335 RB3549 RB4071 RB6336 RB7140,RB8415 and More Eyeglasses\\uff0cSunglasses Moldels (5 Pairs Silver)\", \"asin\": \"B0D294BF1Z\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"BEHLINE Soft Silicone Eyeglasses Nose Pads,Anti-Slip Sunglasses Nose Pieces,Plug-in Glasses Nose Rest Repair Kit(Clear,16mm)\", \"asin\": \"B09T96D1FH\", \"price\": \"$5.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"DROGO Replacement Nose Pads for Ray Ban RB8148 51mm/RB8225 62mm/RB8165 51mm/RB8165 53mm/RB3293 63mm/RB3198 55mm Sunglass\", \"asin\": \"B0CW9LW836\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"8/20 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 | RB3523 | RB3526 | RB3558 | RB3530 Glasses\", \"asin\": \"B0D3GBML4M\", \"price\": \"$6.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"2 Pairs Soft Replacement Nose Pads for Ray-Ban RB3549 RB3614 RB4071 RB6335 RB6336 RB6363 RB7140 RB8415, Silicone Nosepiece Plug in Frame - Gold (16mm)\", \"asin\": \"B0DZWX6QJS\", \"price\": \"$4.88\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sunglasses Nose Pads Replacement Kit for Ray-Ban, PTSLKHN Upgraded Eyeglasses Nose Pad, 5 Pairs of Sun Glasses Nose Pads\", \"asin\": \"B0CZRJ6B4T\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Soft Silicone Replacement Nose Pads for Ray-Ban RB3604/RB3523/RB3534/RB3549/RB3584/RB3614/RB3526/RB3538/RB3558\", \"asin\": \"B0CFFC2K53\", \"price\": \"$6.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"5 Pairs Upgraded 13mm Soft Silicone Replacement Nose Pieces for Ray-Ban RB3604 RB3534 RB3523 RB3536 RB3549 RB3584 RB3526 RB3538 RB3558 RB3660 RB3530 Sunglass, Anti-Slip, Plug-in Nose Pads\", \"asin\": \"B0CHW7K1WM\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"6 Pairs Nose Pads Replacement for Ray-Ban RB6331 RB6336 RB3549 RB3663 RB3666 RB3708 RB4071 RB7140 RB8415 Sunglasses, Plug in Nose Pieces Guards for RB Glasses Frames\", \"asin\": \"B0D8VS517T\", \"price\": \"$6.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Eyeglasses Nose Pads, Upgraded Soft Silicone Air Chamber Eyeglass Nose Pads, 6 Pairs of Screw-in 15mm Glasses Nose Pad Set with Screws and Micro Screwdriver\", \"asin\": \"B07VH4DKY5\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Replacement Nose Pads for RayBan RB3025 RB3447Glasses Repair Kit. (14mm,Golden)\", \"asin\": \"B0CH2TF2TK\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"6 Pairs Replacement Nose Pads for Ray-Ban RB3025 Aviator Sunglasses Clip-on Style Nose Pieces Guards for RB Glasses Frames (16mm, Gold)\", \"asin\": \"B0C9FNLFW6\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Replacement Nose Pads for Ray-Ban Aviator RB3025 RB3016 Sunglasses Repair Kits,Bonus Sunglasses Cloth (Silver)\", \"asin\": \"B07PR94FL9\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"6 Pairs Replacement Nose Pads for Ray-Ban RB3526 RB3527 RB3549 RB3574 RB3584 RB3595 RB3673M RB4071 RB4264 RB6335 RB6336, RB Glasses Plug in Nose Pieces Guards, Gold Nosepads\", \"asin\": \"B0DPMQWMST\", \"price\": \"$6.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Only 6 left in stock - order soon.\"},\n{\"title\": \"6 Pairs Replacement Nose Pads for Ray-Ban RB3526 RB3549 RB3663 RB3584 RB4071 RB6331 RB6335 RB6336 RB6363 RB8415 Push-in Plug-in Style Eyeglasses, Gold Nosepads\", \"asin\": \"B0DPMP3ZZP\", \"price\": \"$6.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 15 left in stock - order soon.\"},\n{\"title\": \"Replacement Nose Pads for Aviator RB3025 3026 Sunglasses Repair Kits for Ray Ban (GOLD 16MM)\", \"asin\": \"B092PX48NP\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Replacement Temple Tips Nose Pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits,Bonus Sunglasses Cloth(Cllear)\", \"asin\": \"B07L6YM391\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Eyeglasses Nose Pads, TEKPREM Glasses Nose Pads Replacement Repair Tools Kit with 5 Pairs of Air Chamber Silicone Nose Pads,Screws,Screwdrivers,Tweezer and Cleaning Cloth for Glasses and Sunglasses\", \"asin\": \"B091FKTCN8\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB3604 RB3523 RB6336 RB7140 RB3534 RB3549 RB4071 Sunglasses\", \"asin\": \"B0CF1Y9SY4\", \"price\": \"$6.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Setex Gecko Grip 1mm Anti Slip Eyeglass Nose Pads, (5 Black Pair) USA Made, 2500 Innovative Microstructured Fibers per Nose Pad, 1mm x 7mm x 16mm\", \"asin\": \"B08C2T72ND\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Replacement Push-in Nose Pads14mm for RB6335 Glasses Repair Kits Small Size Bonus Lens Cloth (Silver 14mm)\", \"asin\": \"B0CH3C1NQC\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Eyeglass Replacement Nose Pads, Anti Slip Plug in Sunglasses Nose Piece,Glasses Nose Guard for RB6335 RB3549 RB4071 RB6336\", \"asin\": \"B0D62GX386\", \"price\": \"$4.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 8 left in stock - order soon.\"},\n{\"title\": \"6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB3604 RB3523 RB6336 RB7140 RB3534 RB3549 RB4071 RB8415 RB3526 RB3538 RB3558 RB3660 RB3530 RB8052 RB8054 Sunglasses | Eyeglasses\", \"asin\": \"B0DC6K8ZWB\", \"price\": \"$6.48\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"30 Pairs Replacement Nose Pads Clear Nose Pieces for Ray-Ban Aviator RB3025/Aviator RB3044/RB3261/RB3445/RB3483/RB3506/RB3519/RB3516/RB3293/RB3267/RB3362/RB3026/RB3490 Sunglass\", \"asin\": \"B0CHVRBVYM\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Setex Gecko Grip Ultra-Thin 0.6mm Anti Slip Eyeglass Nose Pads, (5 Clear Pair) Thinnest Nose Pads Available, Made in the USA, 2500 Patented Microstructured Fibers per Nose Pad, 0.6mm x 7mm x 16mm\", \"asin\": \"B08PZF22R1\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Seek Optics Replacement Nose Pads for Ray-Ban RB3588 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear\", \"asin\": \"B0D181CTD6\", \"price\": \"$11.99\", \"delivery\": \"$3.99 delivery Apr 14 - 15\"},\n{\"title\": \"Eyeglass Nose Pads, Soft Silicone Adhesive Nose Pads for Glasses, 3.2mm Heighten Anti-Slip Air Chamber Glasses Nose Pad for Full Plastic Frames, 12 Pairs (Clear)\", \"asin\": \"B0BQC8V5BY\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Seek Optics Replacement Nose Pads for Ray-Ban RB5154 49mm - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear\", \"asin\": \"B0D1824SNC\", \"price\": \"$11.99\", \"delivery\": \"$3.99 delivery Tue, Apr 15 Or fastest delivery Apr 10 - 14\"},\n{\"title\": \"Compatible/Replacement for Ray-Ban aviator 3025 Sunglasse Temple Arms Nose Pads Temple Tips if Applicable (Black)\", \"asin\": \"B07PSHYPPG\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Fri, Apr 11\"},\n{\"title\": \"DROGO 6 Pairs Yellow Soft Silicone Replacement Nose Pads Nose Piece for RayBan RB3025/RB3026/RB3044/RB3445/RB3516/RB3354/RB3478 Eyeglasses/Sunglasses, Anti-Slip, Skin-Friendly\", \"asin\": \"B0D1TVKM7J\", \"price\": \"$5.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Seek Optics Replacement Nose Pads for Ray-Ban RB3016 51mm Clubmaster - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear\", \"asin\": \"B0D17Y3LHV\", \"price\": \"$11.99\", \"delivery\": \"$3.99 delivery Mon, Apr 14\"},\n{\"title\": \"Nose Pads Replacement for Certain RB Frames |Soft, Comfortable, Durable, and Non Slipping Nose Pads | PVC | Gold Color | 1 Pair | by SPORTS WORLD VISION\", \"asin\": \"B07CRJYJVM\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"12 Pairs Upgraded Soft Silicone Replacement Nose Pieces for Ray-Ban Aviator RB3025 | RB3044 | RB3026 | RB3030 | RB3211 | RB3362 | Clubmaster Sunglasses, Anti-Slip, Clip-on Nose Pads - Clear\", \"asin\": \"B0DFH7732X\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 17 left in stock - order soon.\"},\n{\"title\": \"Seek Optics Replacement Nose Pads for Ray-Ban RB4264 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear\", \"asin\": \"B0D17ZG7VV\", \"price\": \"$11.99\", \"delivery\": \"$3.99 delivery Mon, Apr 14\"},\n{\"title\": \"Clear Soft Silicone Replacement Nose Pads for Ray-Ban Aviator RB3025/RB3026/RB3030/RB3211/RB3362/RB3445/RB4175\", \"asin\": \"B0CFFF3MKD\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Black Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm\", \"asin\": \"B0DK7PHXXC\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Seek Optics Replacement Nose Pads for Ray-Ban RB4263 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear\", \"asin\": \"B0D17ZT9T4\", \"price\": \"$11.99\", \"delivery\": \"$3.99 delivery Mon, Apr 14\"},\n{\"title\": \"Replacement 14mm Push-in Nose Pads for RB6335 Glasses Repair Kits,Bonus Lens Cloth. (Gold)\", \"asin\": \"B0BX33T9NB\", \"price\": \"$7.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Eyeglass Nose Pads, Adhesive Anti-Slip Nose Pads, Soft Silicone Nose Pad Cushion for Glasses, Eyeglasses, Sunglasses, 12 Pairs (Black)\", \"asin\": \"B08LPPWJRL\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Adhesive Nose Pad, 12 Pairs Eyeglass Nose Pads Stick On Silicone Anti-Slip for Glasses Sunglasses Thin Nose Pads Eyeglasses (6-Black & 6-Clear)\", \"asin\": \"B07R76TT69\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T20:39:04.760Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "rb5424D ray ban replacement nose pads"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$34.44", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"promotion_items": [{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses", "asin": "B0BVM3N7BK", "price": "$6.48", "quantity": ""},
{"title": "16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden", "asin": "B07LF1WFQY", "price": "$8.59", "quantity": ""},
{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)", "asin": "B07PQ5ZZCZ", "price": "$7.99", "quantity": ""},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0CFFL1Z6H", "price": "$5.98", "quantity": ""},
{"title": "4 Pairs Soft Silicone Replacement Nose Pads for RayBan\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)", "asin": "B0D812S5KZ", "price": "$7.99", "quantity": ""},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3025 Aviator Sunglasses Clip-on Style Nose Pieces Guards for RB Glasses Frames (16mm, Gold)", "asin": "B0C9FNLFW6", "price": "$7.99", "quantity": ""},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses", "asin": "B0BVM3N7BK", "price": "$6.48", "quantity": ""},
{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)", "asin": "B07PQ5ZZCZ", "price": "$7.99", "quantity": ""},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0CFFL1Z6H", "price": "$5.98", "quantity": ""},
{"title": "Sunglasses Nose Pads Replacement Kit for Ray-Ban, PTSLKHN Upgraded Eyeglasses Nose Pad, 5 Pairs of Sun Glasses Nose Pads", "asin": "B0CZRJ6B4T", "price": "$5.99", "quantity": ""}],
"ads": [{"title": "Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Clear Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm", "asin": "B0DK7Q4ZTY"},
{"title": "Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Black Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm", "asin": "B0DK7PHXXC"}],
"search_results": [{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses", "asin": "B0BVM3N7BK", "price": "$6.48", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0CFFL1Z6H", "price": "$5.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden", "asin": "B07LF1WFQY", "price": "$8.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)", "asin": "B07PQ5ZZCZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Soft Silicone Replacement Nose Pads for RayBan\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)", "asin": "B0D812S5KZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "5 Pairs Replacement Nose Pads for RayBan RB3549, RB4071, RB6336, RB7140, RB8415 and More Eyeglasses, Sunglasses Models (Silver)", "asin": "B0B7L2LXQW", "price": "$8.99", "delivery": "FREE delivery Sat, Apr 12 for Prime members"},
{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)", "asin": "B07PQ5ZZCZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Soft Silicone Replacement Nose Pads for RayBan\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)", "asin": "B0D812S5KZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0CFFL1Z6H", "price": "$5.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Push-in Nose Pads for RayBan RB6335 RB3549 RB4071 RB6336 RB7140 RB8415 Sunglasses Eyglasses Repair-Kits (Silver)", "asin": "B07W8ZNYW4", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Temple Arms for Ray Ban aviator RB3025 RB3447 Sunglasses Repair Kit,Temple Arms,Nose Pads,screw,screwdriver.", "asin": "B0DSF4LZF9", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Soft Silicone Replacement Nose Pads for Ray-Ban RB3604/RB3523/RB3534/RB3549/RB3584/RB3614/RB3526/RB3538/RB3558", "asin": "B0CFFC2K53", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 RB3026 RB3044 RB3261 RB3483 Clubmaster RB3016 Sunglass", "asin": "B0CFFJ8JZ6", "price": "$5.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 RB3026 RB3044 RB3261 RB3483 Clubmaster RB3016 Sunglass", "asin": "B0D1V11L1Q", "price": "$6.49", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "6 Pairs Replacement Nose Pads, Replacement Nose Pads for Ray Ban Clip-on Soft Nose Pads Sunglasses Repair Kits for RayBan Aviator RB3025 3026 RB3030 RB3211 RB3362 RB3625 (Gold+Silver)", "asin": "B0CB7G4W9J", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Push-in Nose Pads for RayBan RB6335 RB3549 RB4071 RB6336 RB7140 RB8415 Sunglasses Eyglasses Repair-Kits (Gold)", "asin": "B07W6STB3X", "price": "$7.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Sunglass Nose Pads,5 Pairs Replacement Glasses Nose Pieces Fit for Model RB3549,RB4071,RB6336,RB7140,RB8415 and More Eyeglasses,Sunglasses Frames(Silver)", "asin": "B0D257766V", "price": "$5.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses", "asin": "B0BVM3N7BK", "price": "$6.48", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Suitable/Replacement for Ray-Ban 3025 Aviator Sunglasse Temple Arms Nose Pads Temple Tips if Applicable (Balck arm+Black Temple)", "asin": "B0CWLBJST3", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0D1TYWT6Q", "price": "$6.49", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "DROGO Soft Silicone Replacement Nose Pads Nose Piece for RayBan RB3534/RB3536/RB3538/RB3604, Anti-Slip, Skin-Friendly", "asin": "B0CFP6H2YF", "price": "$4.99", "delivery": "FREE delivery Mon, Apr 14 for Prime members Only 1 left in stock - order soon."},
{"title": "8/20 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 | RB3492 Glasses", "asin": "B0DFPS5Y4G", "price": "$6.49", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Compatible with Ray-Ban Meta Wayfarer Eyeglass Nose Pad, 8 Pairs Soft Silicone Nose Pads, Anti Slip Replacement Nose Pads", "asin": "B0DZWWVM9K", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden", "asin": "B0D2DHHGVV", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Nose Pads for Ray Ban RB6335 RB3549 RB4071 RB6336 RB7140,RB8415 and More Eyeglasses\uff0cSunglasses Moldels (5 Pairs Silver)", "asin": "B0D294BF1Z", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "BEHLINE Soft Silicone Eyeglasses Nose Pads,Anti-Slip Sunglasses Nose Pieces,Plug-in Glasses Nose Rest Repair Kit(Clear,16mm)", "asin": "B09T96D1FH", "price": "$5.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "DROGO Replacement Nose Pads for Ray Ban RB8148 51mm/RB8225 62mm/RB8165 51mm/RB8165 53mm/RB3293 63mm/RB3198 55mm Sunglass", "asin": "B0CW9LW836", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "8/20 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 | RB3523 | RB3526 | RB3558 | RB3530 Glasses", "asin": "B0D3GBML4M", "price": "$6.49", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "2 Pairs Soft Replacement Nose Pads for Ray-Ban RB3549 RB3614 RB4071 RB6335 RB6336 RB6363 RB7140 RB8415, Silicone Nosepiece Plug in Frame - Gold (16mm)", "asin": "B0DZWX6QJS", "price": "$4.88", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Sunglasses Nose Pads Replacement Kit for Ray-Ban, PTSLKHN Upgraded Eyeglasses Nose Pad, 5 Pairs of Sun Glasses Nose Pads", "asin": "B0CZRJ6B4T", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Soft Silicone Replacement Nose Pads for Ray-Ban RB3604/RB3523/RB3534/RB3549/RB3584/RB3614/RB3526/RB3538/RB3558", "asin": "B0CFFC2K53", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "5 Pairs Upgraded 13mm Soft Silicone Replacement Nose Pieces for Ray-Ban RB3604 RB3534 RB3523 RB3536 RB3549 RB3584 RB3526 RB3538 RB3558 RB3660 RB3530 Sunglass, Anti-Slip, Plug-in Nose Pads", "asin": "B0CHW7K1WM", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Nose Pads Replacement for Ray-Ban RB6331 RB6336 RB3549 RB3663 RB3666 RB3708 RB4071 RB7140 RB8415 Sunglasses, Plug in Nose Pieces Guards for RB Glasses Frames", "asin": "B0D8VS517T", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Eyeglasses Nose Pads, Upgraded Soft Silicone Air Chamber Eyeglass Nose Pads, 6 Pairs of Screw-in 15mm Glasses Nose Pad Set with Screws and Micro Screwdriver", "asin": "B07VH4DKY5", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Nose Pads for RayBan RB3025 RB3447Glasses Repair Kit. (14mm,Golden)", "asin": "B0CH2TF2TK", "price": "$6.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3025 Aviator Sunglasses Clip-on Style Nose Pieces Guards for RB Glasses Frames (16mm, Gold)", "asin": "B0C9FNLFW6", "price": "$7.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Replacement Nose Pads for Ray-Ban Aviator RB3025 RB3016 Sunglasses Repair Kits,Bonus Sunglasses Cloth (Silver)", "asin": "B07PR94FL9", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3526 RB3527 RB3549 RB3574 RB3584 RB3595 RB3673M RB4071 RB4264 RB6335 RB6336, RB Glasses Plug in Nose Pieces Guards, Gold Nosepads", "asin": "B0DPMQWMST", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Only 6 left in stock - order soon."},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3526 RB3549 RB3663 RB3584 RB4071 RB6331 RB6335 RB6336 RB6363 RB8415 Push-in Plug-in Style Eyeglasses, Gold Nosepads", "asin": "B0DPMP3ZZP", "price": "$6.49", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 15 left in stock - order soon."},
{"title": "Replacement Nose Pads for Aviator RB3025 3026 Sunglasses Repair Kits for Ray Ban (GOLD 16MM)", "asin": "B092PX48NP", "price": "$6.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Replacement Temple Tips Nose Pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits,Bonus Sunglasses Cloth(Cllear)", "asin": "B07L6YM391", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Eyeglasses Nose Pads, TEKPREM Glasses Nose Pads Replacement Repair Tools Kit with 5 Pairs of Air Chamber Silicone Nose Pads,Screws,Screwdrivers,Tweezer and Cleaning Cloth for Glasses and Sunglasses", "asin": "B091FKTCN8", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB3604 RB3523 RB6336 RB7140 RB3534 RB3549 RB4071 Sunglasses", "asin": "B0CF1Y9SY4", "price": "$6.48", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Setex Gecko Grip 1mm Anti Slip Eyeglass Nose Pads, (5 Black Pair) USA Made, 2500 Innovative Microstructured Fibers per Nose Pad, 1mm x 7mm x 16mm", "asin": "B08C2T72ND", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Push-in Nose Pads14mm for RB6335 Glasses Repair Kits Small Size Bonus Lens Cloth (Silver 14mm)", "asin": "B0CH3C1NQC", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Eyeglass Replacement Nose Pads, Anti Slip Plug in Sunglasses Nose Piece,Glasses Nose Guard for RB6335 RB3549 RB4071 RB6336", "asin": "B0D62GX386", "price": "$4.95", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 8 left in stock - order soon."},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB3604 RB3523 RB6336 RB7140 RB3534 RB3549 RB4071 RB8415 RB3526 RB3538 RB3558 RB3660 RB3530 RB8052 RB8054 Sunglasses | Eyeglasses", "asin": "B0DC6K8ZWB", "price": "$6.48", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "30 Pairs Replacement Nose Pads Clear Nose Pieces for Ray-Ban Aviator RB3025/Aviator RB3044/RB3261/RB3445/RB3483/RB3506/RB3519/RB3516/RB3293/RB3267/RB3362/RB3026/RB3490 Sunglass", "asin": "B0CHVRBVYM", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Setex Gecko Grip Ultra-Thin 0.6mm Anti Slip Eyeglass Nose Pads, (5 Clear Pair) Thinnest Nose Pads Available, Made in the USA, 2500 Patented Microstructured Fibers per Nose Pad, 0.6mm x 7mm x 16mm", "asin": "B08PZF22R1", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB3588 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D181CTD6", "price": "$11.99", "delivery": "$3.99 delivery Apr 14 - 15"},
{"title": "Eyeglass Nose Pads, Soft Silicone Adhesive Nose Pads for Glasses, 3.2mm Heighten Anti-Slip Air Chamber Glasses Nose Pad for Full Plastic Frames, 12 Pairs (Clear)", "asin": "B0BQC8V5BY", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB5154 49mm - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D1824SNC", "price": "$11.99", "delivery": "$3.99 delivery Tue, Apr 15 Or fastest delivery Apr 10 - 14"},
{"title": "Compatible/Replacement for Ray-Ban aviator 3025 Sunglasse Temple Arms Nose Pads Temple Tips if Applicable (Black)", "asin": "B07PSHYPPG", "price": "$19.99", "delivery": "FREE delivery Fri, Apr 11"},
{"title": "DROGO 6 Pairs Yellow Soft Silicone Replacement Nose Pads Nose Piece for RayBan RB3025/RB3026/RB3044/RB3445/RB3516/RB3354/RB3478 Eyeglasses/Sunglasses, Anti-Slip, Skin-Friendly", "asin": "B0D1TVKM7J", "price": "$5.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB3016 51mm Clubmaster - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D17Y3LHV", "price": "$11.99", "delivery": "$3.99 delivery Mon, Apr 14"},
{"title": "Nose Pads Replacement for Certain RB Frames |Soft, Comfortable, Durable, and Non Slipping Nose Pads | PVC | Gold Color | 1 Pair | by SPORTS WORLD VISION", "asin": "B07CRJYJVM", "price": "$6.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "12 Pairs Upgraded Soft Silicone Replacement Nose Pieces for Ray-Ban Aviator RB3025 | RB3044 | RB3026 | RB3030 | RB3211 | RB3362 | Clubmaster Sunglasses, Anti-Slip, Clip-on Nose Pads - Clear", "asin": "B0DFH7732X", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 17 left in stock - order soon."},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB4264 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D17ZG7VV", "price": "$11.99", "delivery": "$3.99 delivery Mon, Apr 14"},
{"title": "Clear Soft Silicone Replacement Nose Pads for Ray-Ban Aviator RB3025/RB3026/RB3030/RB3211/RB3362/RB3445/RB4175", "asin": "B0CFFF3MKD", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Black Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm", "asin": "B0DK7PHXXC", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB4263 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D17ZT9T4", "price": "$11.99", "delivery": "$3.99 delivery Mon, Apr 14"},
{"title": "Replacement 14mm Push-in Nose Pads for RB6335 Glasses Repair Kits,Bonus Lens Cloth. (Gold)", "asin": "B0BX33T9NB", "price": "$7.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Eyeglass Nose Pads, Adhesive Anti-Slip Nose Pads, Soft Silicone Nose Pad Cushion for Glasses, Eyeglasses, Sunglasses, 12 Pairs (Black)", "asin": "B08LPPWJRL", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Adhesive Nose Pad, 12 Pairs Eyeglass Nose Pads Stick On Silicone Anti-Slip for Glasses Sunglasses Thin Nose Pads Eyeglasses (6-Black & 6-Clear)", "asin": "B07R76TT69", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T20:39:04.760Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-07T20:39:04.760Z
|
click
|
search
|
rule
|
2025-04-07T20:39:04.760Z
|
click
|
search
|
train
| 313 |
2025-04-07T20:39:04.760Z
|
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": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "rb5424D ray ban replacement nose pads"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$34.44", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"promotion_items": [{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses", "asin": "B0BVM3N7BK", "price": "$6.48", "quantity": ""},
{"title": "16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden", "asin": "B07LF1WFQY", "price": "$8.59", "quantity": ""},
{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)", "asin": "B07PQ5ZZCZ", "price": "$7.99", "quantity": ""},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0CFFL1Z6H", "price": "$5.98", "quantity": ""},
{"title": "4 Pairs Soft Silicone Replacement Nose Pads for RayBan\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)", "asin": "B0D812S5KZ", "price": "$7.99", "quantity": ""},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3025 Aviator Sunglasses Clip-on Style Nose Pieces Guards for RB Glasses Frames (16mm, Gold)", "asin": "B0C9FNLFW6", "price": "$7.99", "quantity": ""},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses", "asin": "B0BVM3N7BK", "price": "$6.48", "quantity": ""},
{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)", "asin": "B07PQ5ZZCZ", "price": "$7.99", "quantity": ""},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0CFFL1Z6H", "price": "$5.98", "quantity": ""},
{"title": "Sunglasses Nose Pads Replacement Kit for Ray-Ban, PTSLKHN Upgraded Eyeglasses Nose Pad, 5 Pairs of Sun Glasses Nose Pads", "asin": "B0CZRJ6B4T", "price": "$5.99", "quantity": ""}],
"ads": [{"title": "Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Clear Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm", "asin": "B0DK7Q4ZTY"},
{"title": "Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Black Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm", "asin": "B0DK7PHXXC"}],
"search_results": [{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses", "asin": "B0BVM3N7BK", "price": "$6.48", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0CFFL1Z6H", "price": "$5.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden", "asin": "B07LF1WFQY", "price": "$8.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)", "asin": "B07PQ5ZZCZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Soft Silicone Replacement Nose Pads for RayBan\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)", "asin": "B0D812S5KZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "5 Pairs Replacement Nose Pads for RayBan RB3549, RB4071, RB6336, RB7140, RB8415 and More Eyeglasses, Sunglasses Models (Silver)", "asin": "B0B7L2LXQW", "price": "$8.99", "delivery": "FREE delivery Sat, Apr 12 for Prime members"},
{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)", "asin": "B07PQ5ZZCZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Soft Silicone Replacement Nose Pads for RayBan\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)", "asin": "B0D812S5KZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0CFFL1Z6H", "price": "$5.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Push-in Nose Pads for RayBan RB6335 RB3549 RB4071 RB6336 RB7140 RB8415 Sunglasses Eyglasses Repair-Kits (Silver)", "asin": "B07W8ZNYW4", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Temple Arms for Ray Ban aviator RB3025 RB3447 Sunglasses Repair Kit,Temple Arms,Nose Pads,screw,screwdriver.", "asin": "B0DSF4LZF9", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Soft Silicone Replacement Nose Pads for Ray-Ban RB3604/RB3523/RB3534/RB3549/RB3584/RB3614/RB3526/RB3538/RB3558", "asin": "B0CFFC2K53", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 RB3026 RB3044 RB3261 RB3483 Clubmaster RB3016 Sunglass", "asin": "B0CFFJ8JZ6", "price": "$5.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 RB3026 RB3044 RB3261 RB3483 Clubmaster RB3016 Sunglass", "asin": "B0D1V11L1Q", "price": "$6.49", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "6 Pairs Replacement Nose Pads, Replacement Nose Pads for Ray Ban Clip-on Soft Nose Pads Sunglasses Repair Kits for RayBan Aviator RB3025 3026 RB3030 RB3211 RB3362 RB3625 (Gold+Silver)", "asin": "B0CB7G4W9J", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Push-in Nose Pads for RayBan RB6335 RB3549 RB4071 RB6336 RB7140 RB8415 Sunglasses Eyglasses Repair-Kits (Gold)", "asin": "B07W6STB3X", "price": "$7.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Sunglass Nose Pads,5 Pairs Replacement Glasses Nose Pieces Fit for Model RB3549,RB4071,RB6336,RB7140,RB8415 and More Eyeglasses,Sunglasses Frames(Silver)", "asin": "B0D257766V", "price": "$5.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses", "asin": "B0BVM3N7BK", "price": "$6.48", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Suitable/Replacement for Ray-Ban 3025 Aviator Sunglasse Temple Arms Nose Pads Temple Tips if Applicable (Balck arm+Black Temple)", "asin": "B0CWLBJST3", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0D1TYWT6Q", "price": "$6.49", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "DROGO Soft Silicone Replacement Nose Pads Nose Piece for RayBan RB3534/RB3536/RB3538/RB3604, Anti-Slip, Skin-Friendly", "asin": "B0CFP6H2YF", "price": "$4.99", "delivery": "FREE delivery Mon, Apr 14 for Prime members Only 1 left in stock - order soon."},
{"title": "8/20 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 | RB3492 Glasses", "asin": "B0DFPS5Y4G", "price": "$6.49", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Compatible with Ray-Ban Meta Wayfarer Eyeglass Nose Pad, 8 Pairs Soft Silicone Nose Pads, Anti Slip Replacement Nose Pads", "asin": "B0DZWWVM9K", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden", "asin": "B0D2DHHGVV", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Nose Pads for Ray Ban RB6335 RB3549 RB4071 RB6336 RB7140,RB8415 and More Eyeglasses\uff0cSunglasses Moldels (5 Pairs Silver)", "asin": "B0D294BF1Z", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "BEHLINE Soft Silicone Eyeglasses Nose Pads,Anti-Slip Sunglasses Nose Pieces,Plug-in Glasses Nose Rest Repair Kit(Clear,16mm)", "asin": "B09T96D1FH", "price": "$5.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "DROGO Replacement Nose Pads for Ray Ban RB8148 51mm/RB8225 62mm/RB8165 51mm/RB8165 53mm/RB3293 63mm/RB3198 55mm Sunglass", "asin": "B0CW9LW836", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "8/20 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 | RB3523 | RB3526 | RB3558 | RB3530 Glasses", "asin": "B0D3GBML4M", "price": "$6.49", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "2 Pairs Soft Replacement Nose Pads for Ray-Ban RB3549 RB3614 RB4071 RB6335 RB6336 RB6363 RB7140 RB8415, Silicone Nosepiece Plug in Frame - Gold (16mm)", "asin": "B0DZWX6QJS", "price": "$4.88", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Sunglasses Nose Pads Replacement Kit for Ray-Ban, PTSLKHN Upgraded Eyeglasses Nose Pad, 5 Pairs of Sun Glasses Nose Pads", "asin": "B0CZRJ6B4T", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Soft Silicone Replacement Nose Pads for Ray-Ban RB3604/RB3523/RB3534/RB3549/RB3584/RB3614/RB3526/RB3538/RB3558", "asin": "B0CFFC2K53", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "5 Pairs Upgraded 13mm Soft Silicone Replacement Nose Pieces for Ray-Ban RB3604 RB3534 RB3523 RB3536 RB3549 RB3584 RB3526 RB3538 RB3558 RB3660 RB3530 Sunglass, Anti-Slip, Plug-in Nose Pads", "asin": "B0CHW7K1WM", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Nose Pads Replacement for Ray-Ban RB6331 RB6336 RB3549 RB3663 RB3666 RB3708 RB4071 RB7140 RB8415 Sunglasses, Plug in Nose Pieces Guards for RB Glasses Frames", "asin": "B0D8VS517T", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Eyeglasses Nose Pads, Upgraded Soft Silicone Air Chamber Eyeglass Nose Pads, 6 Pairs of Screw-in 15mm Glasses Nose Pad Set with Screws and Micro Screwdriver", "asin": "B07VH4DKY5", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Nose Pads for RayBan RB3025 RB3447Glasses Repair Kit. (14mm,Golden)", "asin": "B0CH2TF2TK", "price": "$6.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3025 Aviator Sunglasses Clip-on Style Nose Pieces Guards for RB Glasses Frames (16mm, Gold)", "asin": "B0C9FNLFW6", "price": "$7.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Replacement Nose Pads for Ray-Ban Aviator RB3025 RB3016 Sunglasses Repair Kits,Bonus Sunglasses Cloth (Silver)", "asin": "B07PR94FL9", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3526 RB3527 RB3549 RB3574 RB3584 RB3595 RB3673M RB4071 RB4264 RB6335 RB6336, RB Glasses Plug in Nose Pieces Guards, Gold Nosepads", "asin": "B0DPMQWMST", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Only 6 left in stock - order soon."},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3526 RB3549 RB3663 RB3584 RB4071 RB6331 RB6335 RB6336 RB6363 RB8415 Push-in Plug-in Style Eyeglasses, Gold Nosepads", "asin": "B0DPMP3ZZP", "price": "$6.49", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 15 left in stock - order soon."},
{"title": "Replacement Nose Pads for Aviator RB3025 3026 Sunglasses Repair Kits for Ray Ban (GOLD 16MM)", "asin": "B092PX48NP", "price": "$6.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Replacement Temple Tips Nose Pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits,Bonus Sunglasses Cloth(Cllear)", "asin": "B07L6YM391", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Eyeglasses Nose Pads, TEKPREM Glasses Nose Pads Replacement Repair Tools Kit with 5 Pairs of Air Chamber Silicone Nose Pads,Screws,Screwdrivers,Tweezer and Cleaning Cloth for Glasses and Sunglasses", "asin": "B091FKTCN8", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB3604 RB3523 RB6336 RB7140 RB3534 RB3549 RB4071 Sunglasses", "asin": "B0CF1Y9SY4", "price": "$6.48", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Setex Gecko Grip 1mm Anti Slip Eyeglass Nose Pads, (5 Black Pair) USA Made, 2500 Innovative Microstructured Fibers per Nose Pad, 1mm x 7mm x 16mm", "asin": "B08C2T72ND", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Push-in Nose Pads14mm for RB6335 Glasses Repair Kits Small Size Bonus Lens Cloth (Silver 14mm)", "asin": "B0CH3C1NQC", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Eyeglass Replacement Nose Pads, Anti Slip Plug in Sunglasses Nose Piece,Glasses Nose Guard for RB6335 RB3549 RB4071 RB6336", "asin": "B0D62GX386", "price": "$4.95", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 8 left in stock - order soon."},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB3604 RB3523 RB6336 RB7140 RB3534 RB3549 RB4071 RB8415 RB3526 RB3538 RB3558 RB3660 RB3530 RB8052 RB8054 Sunglasses | Eyeglasses", "asin": "B0DC6K8ZWB", "price": "$6.48", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "30 Pairs Replacement Nose Pads Clear Nose Pieces for Ray-Ban Aviator RB3025/Aviator RB3044/RB3261/RB3445/RB3483/RB3506/RB3519/RB3516/RB3293/RB3267/RB3362/RB3026/RB3490 Sunglass", "asin": "B0CHVRBVYM", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Setex Gecko Grip Ultra-Thin 0.6mm Anti Slip Eyeglass Nose Pads, (5 Clear Pair) Thinnest Nose Pads Available, Made in the USA, 2500 Patented Microstructured Fibers per Nose Pad, 0.6mm x 7mm x 16mm", "asin": "B08PZF22R1", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB3588 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D181CTD6", "price": "$11.99", "delivery": "$3.99 delivery Apr 14 - 15"},
{"title": "Eyeglass Nose Pads, Soft Silicone Adhesive Nose Pads for Glasses, 3.2mm Heighten Anti-Slip Air Chamber Glasses Nose Pad for Full Plastic Frames, 12 Pairs (Clear)", "asin": "B0BQC8V5BY", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB5154 49mm - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D1824SNC", "price": "$11.99", "delivery": "$3.99 delivery Tue, Apr 15 Or fastest delivery Apr 10 - 14"},
{"title": "Compatible/Replacement for Ray-Ban aviator 3025 Sunglasse Temple Arms Nose Pads Temple Tips if Applicable (Black)", "asin": "B07PSHYPPG", "price": "$19.99", "delivery": "FREE delivery Fri, Apr 11"},
{"title": "DROGO 6 Pairs Yellow Soft Silicone Replacement Nose Pads Nose Piece for RayBan RB3025/RB3026/RB3044/RB3445/RB3516/RB3354/RB3478 Eyeglasses/Sunglasses, Anti-Slip, Skin-Friendly", "asin": "B0D1TVKM7J", "price": "$5.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB3016 51mm Clubmaster - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D17Y3LHV", "price": "$11.99", "delivery": "$3.99 delivery Mon, Apr 14"},
{"title": "Nose Pads Replacement for Certain RB Frames |Soft, Comfortable, Durable, and Non Slipping Nose Pads | PVC | Gold Color | 1 Pair | by SPORTS WORLD VISION", "asin": "B07CRJYJVM", "price": "$6.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "12 Pairs Upgraded Soft Silicone Replacement Nose Pieces for Ray-Ban Aviator RB3025 | RB3044 | RB3026 | RB3030 | RB3211 | RB3362 | Clubmaster Sunglasses, Anti-Slip, Clip-on Nose Pads - Clear", "asin": "B0DFH7732X", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 17 left in stock - order soon."},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB4264 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D17ZG7VV", "price": "$11.99", "delivery": "$3.99 delivery Mon, Apr 14"},
{"title": "Clear Soft Silicone Replacement Nose Pads for Ray-Ban Aviator RB3025/RB3026/RB3030/RB3211/RB3362/RB3445/RB4175", "asin": "B0CFFF3MKD", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Black Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm", "asin": "B0DK7PHXXC", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB4263 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D17ZT9T4", "price": "$11.99", "delivery": "$3.99 delivery Mon, Apr 14"},
{"title": "Replacement 14mm Push-in Nose Pads for RB6335 Glasses Repair Kits,Bonus Lens Cloth. (Gold)", "asin": "B0BX33T9NB", "price": "$7.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Eyeglass Nose Pads, Adhesive Anti-Slip Nose Pads, Soft Silicone Nose Pad Cushion for Glasses, Eyeglasses, Sunglasses, 12 Pairs (Black)", "asin": "B08LPPWJRL", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Adhesive Nose Pad, 12 Pairs Eyeglass Nose Pads Stick On Silicone Anti-Slip for Glasses Sunglasses Thin Nose Pads Eyeglasses (6-Black & 6-Clear)", "asin": "B07R76TT69", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T20:39:04.760Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"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\": \"ray ban replacement nose pads\"}],\n\"cart_items\": [{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$34.44\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses\", \"asin\": \"B0BVM3N7BK\", \"price\": \"$6.48\", \"quantity\": \"\"},\n{\"title\": \"16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden\", \"asin\": \"B07LF1WFQY\", \"price\": \"$8.59\", \"quantity\": \"\"},\n{\"title\": \"Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)\", \"asin\": \"B07PQ5ZZCZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass\", \"asin\": \"B0CFFL1Z6H\", \"price\": \"$5.98\", \"quantity\": \"\"},\n{\"title\": \"4 Pairs Soft Silicone Replacement Nose Pads for RayBan\\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)\", \"asin\": \"B0D812S5KZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pairs Replacement Nose Pads for Ray-Ban RB3025 Aviator Sunglasses Clip-on Style Nose Pieces Guards for RB Glasses Frames (16mm, Gold)\", \"asin\": \"B0C9FNLFW6\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses\", \"asin\": \"B0BVM3N7BK\", \"price\": \"$6.48\", \"quantity\": \"\"},\n{\"title\": \"Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)\", \"asin\": \"B07PQ5ZZCZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass\", \"asin\": \"B0CFFL1Z6H\", \"price\": \"$5.98\", \"quantity\": \"\"},\n{\"title\": \"Sunglasses Nose Pads Replacement Kit for Ray-Ban, PTSLKHN Upgraded Eyeglasses Nose Pad, 5 Pairs of Sun Glasses Nose Pads\", \"asin\": \"B0CZRJ6B4T\", \"price\": \"$5.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Clear Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm\", \"asin\": \"B0DK7Q4ZTY\"},\n{\"title\": \"Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Black Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm\", \"asin\": \"B0DK7PHXXC\"}],\n\"search_results\": [{\"title\": \"6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses\", \"asin\": \"B0BVM3N7BK\", \"price\": \"$6.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass\", \"asin\": \"B0CFFL1Z6H\", \"price\": \"$5.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden\", \"asin\": \"B07LF1WFQY\", \"price\": \"$8.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)\", \"asin\": \"B07PQ5ZZCZ\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pairs Soft Silicone Replacement Nose Pads for RayBan\\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)\", \"asin\": \"B0D812S5KZ\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"5 Pairs Replacement Nose Pads for RayBan RB3549, RB4071, RB6336, RB7140, RB8415 and More Eyeglasses, Sunglasses Models (Silver)\", \"asin\": \"B0B7L2LXQW\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n{\"title\": \"Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)\", \"asin\": \"B07PQ5ZZCZ\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pairs Soft Silicone Replacement Nose Pads for RayBan\\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)\", \"asin\": \"B0D812S5KZ\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass\", \"asin\": \"B0CFFL1Z6H\", \"price\": \"$5.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Replacement Push-in Nose Pads for RayBan RB6335 RB3549 RB4071 RB6336 RB7140 RB8415 Sunglasses Eyglasses Repair-Kits (Silver)\", \"asin\": \"B07W8ZNYW4\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Replacement Temple Arms for Ray Ban aviator RB3025 RB3447 Sunglasses Repair Kit,Temple Arms,Nose Pads,screw,screwdriver.\", \"asin\": \"B0DSF4LZF9\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Soft Silicone Replacement Nose Pads for Ray-Ban RB3604/RB3523/RB3534/RB3549/RB3584/RB3614/RB3526/RB3538/RB3558\", \"asin\": \"B0CFFC2K53\", \"price\": \"$6.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 RB3026 RB3044 RB3261 RB3483 Clubmaster RB3016 Sunglass\", \"asin\": \"B0CFFJ8JZ6\", \"price\": \"$5.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"6 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 RB3026 RB3044 RB3261 RB3483 Clubmaster RB3016 Sunglass\", \"asin\": \"B0D1V11L1Q\", \"price\": \"$6.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"6 Pairs Replacement Nose Pads, Replacement Nose Pads for Ray Ban Clip-on Soft Nose Pads Sunglasses Repair Kits for RayBan Aviator RB3025 3026 RB3030 RB3211 RB3362 RB3625 (Gold+Silver)\", \"asin\": \"B0CB7G4W9J\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Replacement Push-in Nose Pads for RayBan RB6335 RB3549 RB4071 RB6336 RB7140 RB8415 Sunglasses Eyglasses Repair-Kits (Gold)\", \"asin\": \"B07W6STB3X\", \"price\": \"$7.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Sunglass Nose Pads,5 Pairs Replacement Glasses Nose Pieces Fit for Model RB3549,RB4071,RB6336,RB7140,RB8415 and More Eyeglasses,Sunglasses Frames(Silver)\", \"asin\": \"B0D257766V\", \"price\": \"$5.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses\", \"asin\": \"B0BVM3N7BK\", \"price\": \"$6.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Suitable/Replacement for Ray-Ban 3025 Aviator Sunglasse Temple Arms Nose Pads Temple Tips if Applicable (Balck arm+Black Temple)\", \"asin\": \"B0CWLBJST3\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"6 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass\", \"asin\": \"B0D1TYWT6Q\", \"price\": \"$6.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"DROGO Soft Silicone Replacement Nose Pads Nose Piece for RayBan RB3534/RB3536/RB3538/RB3604, Anti-Slip, Skin-Friendly\", \"asin\": \"B0CFP6H2YF\", \"price\": \"$4.99\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"8/20 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 | RB3492 Glasses\", \"asin\": \"B0DFPS5Y4G\", \"price\": \"$6.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Compatible with Ray-Ban Meta Wayfarer Eyeglass Nose Pad, 8 Pairs Soft Silicone Nose Pads, Anti Slip Replacement Nose Pads\", \"asin\": \"B0DZWWVM9K\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden\", \"asin\": \"B0D2DHHGVV\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Replacement Nose Pads for Ray Ban RB6335 RB3549 RB4071 RB6336 RB7140,RB8415 and More Eyeglasses\\uff0cSunglasses Moldels (5 Pairs Silver)\", \"asin\": \"B0D294BF1Z\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"BEHLINE Soft Silicone Eyeglasses Nose Pads,Anti-Slip Sunglasses Nose Pieces,Plug-in Glasses Nose Rest Repair Kit(Clear,16mm)\", \"asin\": \"B09T96D1FH\", \"price\": \"$5.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"DROGO Replacement Nose Pads for Ray Ban RB8148 51mm/RB8225 62mm/RB8165 51mm/RB8165 53mm/RB3293 63mm/RB3198 55mm Sunglass\", \"asin\": \"B0CW9LW836\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"8/20 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 | RB3523 | RB3526 | RB3558 | RB3530 Glasses\", \"asin\": \"B0D3GBML4M\", \"price\": \"$6.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"2 Pairs Soft Replacement Nose Pads for Ray-Ban RB3549 RB3614 RB4071 RB6335 RB6336 RB6363 RB7140 RB8415, Silicone Nosepiece Plug in Frame - Gold (16mm)\", \"asin\": \"B0DZWX6QJS\", \"price\": \"$4.88\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sunglasses Nose Pads Replacement Kit for Ray-Ban, PTSLKHN Upgraded Eyeglasses Nose Pad, 5 Pairs of Sun Glasses Nose Pads\", \"asin\": \"B0CZRJ6B4T\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Soft Silicone Replacement Nose Pads for Ray-Ban RB3604/RB3523/RB3534/RB3549/RB3584/RB3614/RB3526/RB3538/RB3558\", \"asin\": \"B0CFFC2K53\", \"price\": \"$6.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"5 Pairs Upgraded 13mm Soft Silicone Replacement Nose Pieces for Ray-Ban RB3604 RB3534 RB3523 RB3536 RB3549 RB3584 RB3526 RB3538 RB3558 RB3660 RB3530 Sunglass, Anti-Slip, Plug-in Nose Pads\", \"asin\": \"B0CHW7K1WM\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"6 Pairs Nose Pads Replacement for Ray-Ban RB6331 RB6336 RB3549 RB3663 RB3666 RB3708 RB4071 RB7140 RB8415 Sunglasses, Plug in Nose Pieces Guards for RB Glasses Frames\", \"asin\": \"B0D8VS517T\", \"price\": \"$6.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Eyeglasses Nose Pads, Upgraded Soft Silicone Air Chamber Eyeglass Nose Pads, 6 Pairs of Screw-in 15mm Glasses Nose Pad Set with Screws and Micro Screwdriver\", \"asin\": \"B07VH4DKY5\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Replacement Nose Pads for RayBan RB3025 RB3447Glasses Repair Kit. (14mm,Golden)\", \"asin\": \"B0CH2TF2TK\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"6 Pairs Replacement Nose Pads for Ray-Ban RB3025 Aviator Sunglasses Clip-on Style Nose Pieces Guards for RB Glasses Frames (16mm, Gold)\", \"asin\": \"B0C9FNLFW6\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Replacement Nose Pads for Ray-Ban Aviator RB3025 RB3016 Sunglasses Repair Kits,Bonus Sunglasses Cloth (Silver)\", \"asin\": \"B07PR94FL9\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"6 Pairs Replacement Nose Pads for Ray-Ban RB3526 RB3527 RB3549 RB3574 RB3584 RB3595 RB3673M RB4071 RB4264 RB6335 RB6336, RB Glasses Plug in Nose Pieces Guards, Gold Nosepads\", \"asin\": \"B0DPMQWMST\", \"price\": \"$6.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Only 6 left in stock - order soon.\"},\n{\"title\": \"6 Pairs Replacement Nose Pads for Ray-Ban RB3526 RB3549 RB3663 RB3584 RB4071 RB6331 RB6335 RB6336 RB6363 RB8415 Push-in Plug-in Style Eyeglasses, Gold Nosepads\", \"asin\": \"B0DPMP3ZZP\", \"price\": \"$6.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 15 left in stock - order soon.\"},\n{\"title\": \"Replacement Nose Pads for Aviator RB3025 3026 Sunglasses Repair Kits for Ray Ban (GOLD 16MM)\", \"asin\": \"B092PX48NP\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Replacement Temple Tips Nose Pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits,Bonus Sunglasses Cloth(Cllear)\", \"asin\": \"B07L6YM391\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Eyeglasses Nose Pads, TEKPREM Glasses Nose Pads Replacement Repair Tools Kit with 5 Pairs of Air Chamber Silicone Nose Pads,Screws,Screwdrivers,Tweezer and Cleaning Cloth for Glasses and Sunglasses\", \"asin\": \"B091FKTCN8\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB3604 RB3523 RB6336 RB7140 RB3534 RB3549 RB4071 Sunglasses\", \"asin\": \"B0CF1Y9SY4\", \"price\": \"$6.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Setex Gecko Grip 1mm Anti Slip Eyeglass Nose Pads, (5 Black Pair) USA Made, 2500 Innovative Microstructured Fibers per Nose Pad, 1mm x 7mm x 16mm\", \"asin\": \"B08C2T72ND\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Replacement Push-in Nose Pads14mm for RB6335 Glasses Repair Kits Small Size Bonus Lens Cloth (Silver 14mm)\", \"asin\": \"B0CH3C1NQC\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Eyeglass Replacement Nose Pads, Anti Slip Plug in Sunglasses Nose Piece,Glasses Nose Guard for RB6335 RB3549 RB4071 RB6336\", \"asin\": \"B0D62GX386\", \"price\": \"$4.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 8 left in stock - order soon.\"},\n{\"title\": \"6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB3604 RB3523 RB6336 RB7140 RB3534 RB3549 RB4071 RB8415 RB3526 RB3538 RB3558 RB3660 RB3530 RB8052 RB8054 Sunglasses | Eyeglasses\", \"asin\": \"B0DC6K8ZWB\", \"price\": \"$6.48\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"30 Pairs Replacement Nose Pads Clear Nose Pieces for Ray-Ban Aviator RB3025/Aviator RB3044/RB3261/RB3445/RB3483/RB3506/RB3519/RB3516/RB3293/RB3267/RB3362/RB3026/RB3490 Sunglass\", \"asin\": \"B0CHVRBVYM\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Setex Gecko Grip Ultra-Thin 0.6mm Anti Slip Eyeglass Nose Pads, (5 Clear Pair) Thinnest Nose Pads Available, Made in the USA, 2500 Patented Microstructured Fibers per Nose Pad, 0.6mm x 7mm x 16mm\", \"asin\": \"B08PZF22R1\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Seek Optics Replacement Nose Pads for Ray-Ban RB3588 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear\", \"asin\": \"B0D181CTD6\", \"price\": \"$11.99\", \"delivery\": \"$3.99 delivery Apr 14 - 15\"},\n{\"title\": \"Eyeglass Nose Pads, Soft Silicone Adhesive Nose Pads for Glasses, 3.2mm Heighten Anti-Slip Air Chamber Glasses Nose Pad for Full Plastic Frames, 12 Pairs (Clear)\", \"asin\": \"B0BQC8V5BY\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Seek Optics Replacement Nose Pads for Ray-Ban RB5154 49mm - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear\", \"asin\": \"B0D1824SNC\", \"price\": \"$11.99\", \"delivery\": \"$3.99 delivery Tue, Apr 15 Or fastest delivery Apr 10 - 14\"},\n{\"title\": \"Compatible/Replacement for Ray-Ban aviator 3025 Sunglasse Temple Arms Nose Pads Temple Tips if Applicable (Black)\", \"asin\": \"B07PSHYPPG\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Fri, Apr 11\"},\n{\"title\": \"DROGO 6 Pairs Yellow Soft Silicone Replacement Nose Pads Nose Piece for RayBan RB3025/RB3026/RB3044/RB3445/RB3516/RB3354/RB3478 Eyeglasses/Sunglasses, Anti-Slip, Skin-Friendly\", \"asin\": \"B0D1TVKM7J\", \"price\": \"$5.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Seek Optics Replacement Nose Pads for Ray-Ban RB3016 51mm Clubmaster - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear\", \"asin\": \"B0D17Y3LHV\", \"price\": \"$11.99\", \"delivery\": \"$3.99 delivery Mon, Apr 14\"},\n{\"title\": \"Nose Pads Replacement for Certain RB Frames |Soft, Comfortable, Durable, and Non Slipping Nose Pads | PVC | Gold Color | 1 Pair | by SPORTS WORLD VISION\", \"asin\": \"B07CRJYJVM\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"12 Pairs Upgraded Soft Silicone Replacement Nose Pieces for Ray-Ban Aviator RB3025 | RB3044 | RB3026 | RB3030 | RB3211 | RB3362 | Clubmaster Sunglasses, Anti-Slip, Clip-on Nose Pads - Clear\", \"asin\": \"B0DFH7732X\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 17 left in stock - order soon.\"},\n{\"title\": \"Seek Optics Replacement Nose Pads for Ray-Ban RB4264 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear\", \"asin\": \"B0D17ZG7VV\", \"price\": \"$11.99\", \"delivery\": \"$3.99 delivery Mon, Apr 14\"},\n{\"title\": \"Clear Soft Silicone Replacement Nose Pads for Ray-Ban Aviator RB3025/RB3026/RB3030/RB3211/RB3362/RB3445/RB4175\", \"asin\": \"B0CFFF3MKD\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Black Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm\", \"asin\": \"B0DK7PHXXC\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Seek Optics Replacement Nose Pads for Ray-Ban RB4263 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear\", \"asin\": \"B0D17ZT9T4\", \"price\": \"$11.99\", \"delivery\": \"$3.99 delivery Mon, Apr 14\"},\n{\"title\": \"Replacement 14mm Push-in Nose Pads for RB6335 Glasses Repair Kits,Bonus Lens Cloth. (Gold)\", \"asin\": \"B0BX33T9NB\", \"price\": \"$7.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Eyeglass Nose Pads, Adhesive Anti-Slip Nose Pads, Soft Silicone Nose Pad Cushion for Glasses, Eyeglasses, Sunglasses, 12 Pairs (Black)\", \"asin\": \"B08LPPWJRL\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Adhesive Nose Pad, 12 Pairs Eyeglass Nose Pads Stick On Silicone Anti-Slip for Glasses Sunglasses Thin Nose Pads Eyeglasses (6-Black & 6-Clear)\", \"asin\": \"B07R76TT69\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T20:39:47.542Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "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": "ray ban replacement nose pads"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$34.44", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"promotion_items": [{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses", "asin": "B0BVM3N7BK", "price": "$6.48", "quantity": ""},
{"title": "16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden", "asin": "B07LF1WFQY", "price": "$8.59", "quantity": ""},
{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)", "asin": "B07PQ5ZZCZ", "price": "$7.99", "quantity": ""},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0CFFL1Z6H", "price": "$5.98", "quantity": ""},
{"title": "4 Pairs Soft Silicone Replacement Nose Pads for RayBan\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)", "asin": "B0D812S5KZ", "price": "$7.99", "quantity": ""},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3025 Aviator Sunglasses Clip-on Style Nose Pieces Guards for RB Glasses Frames (16mm, Gold)", "asin": "B0C9FNLFW6", "price": "$7.99", "quantity": ""},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses", "asin": "B0BVM3N7BK", "price": "$6.48", "quantity": ""},
{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)", "asin": "B07PQ5ZZCZ", "price": "$7.99", "quantity": ""},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0CFFL1Z6H", "price": "$5.98", "quantity": ""},
{"title": "Sunglasses Nose Pads Replacement Kit for Ray-Ban, PTSLKHN Upgraded Eyeglasses Nose Pad, 5 Pairs of Sun Glasses Nose Pads", "asin": "B0CZRJ6B4T", "price": "$5.99", "quantity": ""}],
"ads": [{"title": "Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Clear Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm", "asin": "B0DK7Q4ZTY"},
{"title": "Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Black Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm", "asin": "B0DK7PHXXC"}],
"search_results": [{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses", "asin": "B0BVM3N7BK", "price": "$6.48", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0CFFL1Z6H", "price": "$5.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden", "asin": "B07LF1WFQY", "price": "$8.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)", "asin": "B07PQ5ZZCZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Soft Silicone Replacement Nose Pads for RayBan\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)", "asin": "B0D812S5KZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "5 Pairs Replacement Nose Pads for RayBan RB3549, RB4071, RB6336, RB7140, RB8415 and More Eyeglasses, Sunglasses Models (Silver)", "asin": "B0B7L2LXQW", "price": "$8.99", "delivery": "FREE delivery Sat, Apr 12 for Prime members"},
{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)", "asin": "B07PQ5ZZCZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Soft Silicone Replacement Nose Pads for RayBan\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)", "asin": "B0D812S5KZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0CFFL1Z6H", "price": "$5.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Push-in Nose Pads for RayBan RB6335 RB3549 RB4071 RB6336 RB7140 RB8415 Sunglasses Eyglasses Repair-Kits (Silver)", "asin": "B07W8ZNYW4", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Temple Arms for Ray Ban aviator RB3025 RB3447 Sunglasses Repair Kit,Temple Arms,Nose Pads,screw,screwdriver.", "asin": "B0DSF4LZF9", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Soft Silicone Replacement Nose Pads for Ray-Ban RB3604/RB3523/RB3534/RB3549/RB3584/RB3614/RB3526/RB3538/RB3558", "asin": "B0CFFC2K53", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 RB3026 RB3044 RB3261 RB3483 Clubmaster RB3016 Sunglass", "asin": "B0CFFJ8JZ6", "price": "$5.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 RB3026 RB3044 RB3261 RB3483 Clubmaster RB3016 Sunglass", "asin": "B0D1V11L1Q", "price": "$6.49", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "6 Pairs Replacement Nose Pads, Replacement Nose Pads for Ray Ban Clip-on Soft Nose Pads Sunglasses Repair Kits for RayBan Aviator RB3025 3026 RB3030 RB3211 RB3362 RB3625 (Gold+Silver)", "asin": "B0CB7G4W9J", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Push-in Nose Pads for RayBan RB6335 RB3549 RB4071 RB6336 RB7140 RB8415 Sunglasses Eyglasses Repair-Kits (Gold)", "asin": "B07W6STB3X", "price": "$7.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Sunglass Nose Pads,5 Pairs Replacement Glasses Nose Pieces Fit for Model RB3549,RB4071,RB6336,RB7140,RB8415 and More Eyeglasses,Sunglasses Frames(Silver)", "asin": "B0D257766V", "price": "$5.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses", "asin": "B0BVM3N7BK", "price": "$6.48", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Suitable/Replacement for Ray-Ban 3025 Aviator Sunglasse Temple Arms Nose Pads Temple Tips if Applicable (Balck arm+Black Temple)", "asin": "B0CWLBJST3", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0D1TYWT6Q", "price": "$6.49", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "DROGO Soft Silicone Replacement Nose Pads Nose Piece for RayBan RB3534/RB3536/RB3538/RB3604, Anti-Slip, Skin-Friendly", "asin": "B0CFP6H2YF", "price": "$4.99", "delivery": "FREE delivery Mon, Apr 14 for Prime members Only 1 left in stock - order soon."},
{"title": "8/20 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 | RB3492 Glasses", "asin": "B0DFPS5Y4G", "price": "$6.49", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Compatible with Ray-Ban Meta Wayfarer Eyeglass Nose Pad, 8 Pairs Soft Silicone Nose Pads, Anti Slip Replacement Nose Pads", "asin": "B0DZWWVM9K", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden", "asin": "B0D2DHHGVV", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Nose Pads for Ray Ban RB6335 RB3549 RB4071 RB6336 RB7140,RB8415 and More Eyeglasses\uff0cSunglasses Moldels (5 Pairs Silver)", "asin": "B0D294BF1Z", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "BEHLINE Soft Silicone Eyeglasses Nose Pads,Anti-Slip Sunglasses Nose Pieces,Plug-in Glasses Nose Rest Repair Kit(Clear,16mm)", "asin": "B09T96D1FH", "price": "$5.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "DROGO Replacement Nose Pads for Ray Ban RB8148 51mm/RB8225 62mm/RB8165 51mm/RB8165 53mm/RB3293 63mm/RB3198 55mm Sunglass", "asin": "B0CW9LW836", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "8/20 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 | RB3523 | RB3526 | RB3558 | RB3530 Glasses", "asin": "B0D3GBML4M", "price": "$6.49", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "2 Pairs Soft Replacement Nose Pads for Ray-Ban RB3549 RB3614 RB4071 RB6335 RB6336 RB6363 RB7140 RB8415, Silicone Nosepiece Plug in Frame - Gold (16mm)", "asin": "B0DZWX6QJS", "price": "$4.88", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Sunglasses Nose Pads Replacement Kit for Ray-Ban, PTSLKHN Upgraded Eyeglasses Nose Pad, 5 Pairs of Sun Glasses Nose Pads", "asin": "B0CZRJ6B4T", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Soft Silicone Replacement Nose Pads for Ray-Ban RB3604/RB3523/RB3534/RB3549/RB3584/RB3614/RB3526/RB3538/RB3558", "asin": "B0CFFC2K53", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "5 Pairs Upgraded 13mm Soft Silicone Replacement Nose Pieces for Ray-Ban RB3604 RB3534 RB3523 RB3536 RB3549 RB3584 RB3526 RB3538 RB3558 RB3660 RB3530 Sunglass, Anti-Slip, Plug-in Nose Pads", "asin": "B0CHW7K1WM", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Nose Pads Replacement for Ray-Ban RB6331 RB6336 RB3549 RB3663 RB3666 RB3708 RB4071 RB7140 RB8415 Sunglasses, Plug in Nose Pieces Guards for RB Glasses Frames", "asin": "B0D8VS517T", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Eyeglasses Nose Pads, Upgraded Soft Silicone Air Chamber Eyeglass Nose Pads, 6 Pairs of Screw-in 15mm Glasses Nose Pad Set with Screws and Micro Screwdriver", "asin": "B07VH4DKY5", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Nose Pads for RayBan RB3025 RB3447Glasses Repair Kit. (14mm,Golden)", "asin": "B0CH2TF2TK", "price": "$6.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3025 Aviator Sunglasses Clip-on Style Nose Pieces Guards for RB Glasses Frames (16mm, Gold)", "asin": "B0C9FNLFW6", "price": "$7.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Replacement Nose Pads for Ray-Ban Aviator RB3025 RB3016 Sunglasses Repair Kits,Bonus Sunglasses Cloth (Silver)", "asin": "B07PR94FL9", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3526 RB3527 RB3549 RB3574 RB3584 RB3595 RB3673M RB4071 RB4264 RB6335 RB6336, RB Glasses Plug in Nose Pieces Guards, Gold Nosepads", "asin": "B0DPMQWMST", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Only 6 left in stock - order soon."},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3526 RB3549 RB3663 RB3584 RB4071 RB6331 RB6335 RB6336 RB6363 RB8415 Push-in Plug-in Style Eyeglasses, Gold Nosepads", "asin": "B0DPMP3ZZP", "price": "$6.49", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 15 left in stock - order soon."},
{"title": "Replacement Nose Pads for Aviator RB3025 3026 Sunglasses Repair Kits for Ray Ban (GOLD 16MM)", "asin": "B092PX48NP", "price": "$6.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Replacement Temple Tips Nose Pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits,Bonus Sunglasses Cloth(Cllear)", "asin": "B07L6YM391", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Eyeglasses Nose Pads, TEKPREM Glasses Nose Pads Replacement Repair Tools Kit with 5 Pairs of Air Chamber Silicone Nose Pads,Screws,Screwdrivers,Tweezer and Cleaning Cloth for Glasses and Sunglasses", "asin": "B091FKTCN8", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB3604 RB3523 RB6336 RB7140 RB3534 RB3549 RB4071 Sunglasses", "asin": "B0CF1Y9SY4", "price": "$6.48", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Setex Gecko Grip 1mm Anti Slip Eyeglass Nose Pads, (5 Black Pair) USA Made, 2500 Innovative Microstructured Fibers per Nose Pad, 1mm x 7mm x 16mm", "asin": "B08C2T72ND", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Push-in Nose Pads14mm for RB6335 Glasses Repair Kits Small Size Bonus Lens Cloth (Silver 14mm)", "asin": "B0CH3C1NQC", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Eyeglass Replacement Nose Pads, Anti Slip Plug in Sunglasses Nose Piece,Glasses Nose Guard for RB6335 RB3549 RB4071 RB6336", "asin": "B0D62GX386", "price": "$4.95", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 8 left in stock - order soon."},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB3604 RB3523 RB6336 RB7140 RB3534 RB3549 RB4071 RB8415 RB3526 RB3538 RB3558 RB3660 RB3530 RB8052 RB8054 Sunglasses | Eyeglasses", "asin": "B0DC6K8ZWB", "price": "$6.48", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "30 Pairs Replacement Nose Pads Clear Nose Pieces for Ray-Ban Aviator RB3025/Aviator RB3044/RB3261/RB3445/RB3483/RB3506/RB3519/RB3516/RB3293/RB3267/RB3362/RB3026/RB3490 Sunglass", "asin": "B0CHVRBVYM", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Setex Gecko Grip Ultra-Thin 0.6mm Anti Slip Eyeglass Nose Pads, (5 Clear Pair) Thinnest Nose Pads Available, Made in the USA, 2500 Patented Microstructured Fibers per Nose Pad, 0.6mm x 7mm x 16mm", "asin": "B08PZF22R1", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB3588 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D181CTD6", "price": "$11.99", "delivery": "$3.99 delivery Apr 14 - 15"},
{"title": "Eyeglass Nose Pads, Soft Silicone Adhesive Nose Pads for Glasses, 3.2mm Heighten Anti-Slip Air Chamber Glasses Nose Pad for Full Plastic Frames, 12 Pairs (Clear)", "asin": "B0BQC8V5BY", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB5154 49mm - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D1824SNC", "price": "$11.99", "delivery": "$3.99 delivery Tue, Apr 15 Or fastest delivery Apr 10 - 14"},
{"title": "Compatible/Replacement for Ray-Ban aviator 3025 Sunglasse Temple Arms Nose Pads Temple Tips if Applicable (Black)", "asin": "B07PSHYPPG", "price": "$19.99", "delivery": "FREE delivery Fri, Apr 11"},
{"title": "DROGO 6 Pairs Yellow Soft Silicone Replacement Nose Pads Nose Piece for RayBan RB3025/RB3026/RB3044/RB3445/RB3516/RB3354/RB3478 Eyeglasses/Sunglasses, Anti-Slip, Skin-Friendly", "asin": "B0D1TVKM7J", "price": "$5.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB3016 51mm Clubmaster - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D17Y3LHV", "price": "$11.99", "delivery": "$3.99 delivery Mon, Apr 14"},
{"title": "Nose Pads Replacement for Certain RB Frames |Soft, Comfortable, Durable, and Non Slipping Nose Pads | PVC | Gold Color | 1 Pair | by SPORTS WORLD VISION", "asin": "B07CRJYJVM", "price": "$6.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "12 Pairs Upgraded Soft Silicone Replacement Nose Pieces for Ray-Ban Aviator RB3025 | RB3044 | RB3026 | RB3030 | RB3211 | RB3362 | Clubmaster Sunglasses, Anti-Slip, Clip-on Nose Pads - Clear", "asin": "B0DFH7732X", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 17 left in stock - order soon."},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB4264 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D17ZG7VV", "price": "$11.99", "delivery": "$3.99 delivery Mon, Apr 14"},
{"title": "Clear Soft Silicone Replacement Nose Pads for Ray-Ban Aviator RB3025/RB3026/RB3030/RB3211/RB3362/RB3445/RB4175", "asin": "B0CFFF3MKD", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Black Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm", "asin": "B0DK7PHXXC", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB4263 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D17ZT9T4", "price": "$11.99", "delivery": "$3.99 delivery Mon, Apr 14"},
{"title": "Replacement 14mm Push-in Nose Pads for RB6335 Glasses Repair Kits,Bonus Lens Cloth. (Gold)", "asin": "B0BX33T9NB", "price": "$7.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Eyeglass Nose Pads, Adhesive Anti-Slip Nose Pads, Soft Silicone Nose Pad Cushion for Glasses, Eyeglasses, Sunglasses, 12 Pairs (Black)", "asin": "B08LPPWJRL", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Adhesive Nose Pad, 12 Pairs Eyeglass Nose Pads Stick On Silicone Anti-Slip for Glasses Sunglasses Thin Nose Pads Eyeglasses (6-Black & 6-Clear)", "asin": "B07R76TT69", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T20:39:47.542Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-07T20:39:47.542Z
|
input
|
ray ban replacement nose pads
|
rule
|
2025-04-07T20:39:47.542Z
|
input
|
ray ban replacement nose pads
|
train
| 314 |
2025-04-07T20:39:47.542Z
|
input
|
ray ban replacement nose pads
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "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": "ray ban replacement nose pads"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$34.44", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"promotion_items": [{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses", "asin": "B0BVM3N7BK", "price": "$6.48", "quantity": ""},
{"title": "16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden", "asin": "B07LF1WFQY", "price": "$8.59", "quantity": ""},
{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)", "asin": "B07PQ5ZZCZ", "price": "$7.99", "quantity": ""},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0CFFL1Z6H", "price": "$5.98", "quantity": ""},
{"title": "4 Pairs Soft Silicone Replacement Nose Pads for RayBan\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)", "asin": "B0D812S5KZ", "price": "$7.99", "quantity": ""},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3025 Aviator Sunglasses Clip-on Style Nose Pieces Guards for RB Glasses Frames (16mm, Gold)", "asin": "B0C9FNLFW6", "price": "$7.99", "quantity": ""},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses", "asin": "B0BVM3N7BK", "price": "$6.48", "quantity": ""},
{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)", "asin": "B07PQ5ZZCZ", "price": "$7.99", "quantity": ""},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0CFFL1Z6H", "price": "$5.98", "quantity": ""},
{"title": "Sunglasses Nose Pads Replacement Kit for Ray-Ban, PTSLKHN Upgraded Eyeglasses Nose Pad, 5 Pairs of Sun Glasses Nose Pads", "asin": "B0CZRJ6B4T", "price": "$5.99", "quantity": ""}],
"ads": [{"title": "Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Clear Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm", "asin": "B0DK7Q4ZTY"},
{"title": "Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Black Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm", "asin": "B0DK7PHXXC"}],
"search_results": [{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses", "asin": "B0BVM3N7BK", "price": "$6.48", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0CFFL1Z6H", "price": "$5.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden", "asin": "B07LF1WFQY", "price": "$8.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)", "asin": "B07PQ5ZZCZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Soft Silicone Replacement Nose Pads for RayBan\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)", "asin": "B0D812S5KZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "5 Pairs Replacement Nose Pads for RayBan RB3549, RB4071, RB6336, RB7140, RB8415 and More Eyeglasses, Sunglasses Models (Silver)", "asin": "B0B7L2LXQW", "price": "$8.99", "delivery": "FREE delivery Sat, Apr 12 for Prime members"},
{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)", "asin": "B07PQ5ZZCZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Soft Silicone Replacement Nose Pads for RayBan\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)", "asin": "B0D812S5KZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0CFFL1Z6H", "price": "$5.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Push-in Nose Pads for RayBan RB6335 RB3549 RB4071 RB6336 RB7140 RB8415 Sunglasses Eyglasses Repair-Kits (Silver)", "asin": "B07W8ZNYW4", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Temple Arms for Ray Ban aviator RB3025 RB3447 Sunglasses Repair Kit,Temple Arms,Nose Pads,screw,screwdriver.", "asin": "B0DSF4LZF9", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Soft Silicone Replacement Nose Pads for Ray-Ban RB3604/RB3523/RB3534/RB3549/RB3584/RB3614/RB3526/RB3538/RB3558", "asin": "B0CFFC2K53", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 RB3026 RB3044 RB3261 RB3483 Clubmaster RB3016 Sunglass", "asin": "B0CFFJ8JZ6", "price": "$5.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 RB3026 RB3044 RB3261 RB3483 Clubmaster RB3016 Sunglass", "asin": "B0D1V11L1Q", "price": "$6.49", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "6 Pairs Replacement Nose Pads, Replacement Nose Pads for Ray Ban Clip-on Soft Nose Pads Sunglasses Repair Kits for RayBan Aviator RB3025 3026 RB3030 RB3211 RB3362 RB3625 (Gold+Silver)", "asin": "B0CB7G4W9J", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Push-in Nose Pads for RayBan RB6335 RB3549 RB4071 RB6336 RB7140 RB8415 Sunglasses Eyglasses Repair-Kits (Gold)", "asin": "B07W6STB3X", "price": "$7.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Sunglass Nose Pads,5 Pairs Replacement Glasses Nose Pieces Fit for Model RB3549,RB4071,RB6336,RB7140,RB8415 and More Eyeglasses,Sunglasses Frames(Silver)", "asin": "B0D257766V", "price": "$5.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses", "asin": "B0BVM3N7BK", "price": "$6.48", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Suitable/Replacement for Ray-Ban 3025 Aviator Sunglasse Temple Arms Nose Pads Temple Tips if Applicable (Balck arm+Black Temple)", "asin": "B0CWLBJST3", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0D1TYWT6Q", "price": "$6.49", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "DROGO Soft Silicone Replacement Nose Pads Nose Piece for RayBan RB3534/RB3536/RB3538/RB3604, Anti-Slip, Skin-Friendly", "asin": "B0CFP6H2YF", "price": "$4.99", "delivery": "FREE delivery Mon, Apr 14 for Prime members Only 1 left in stock - order soon."},
{"title": "8/20 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 | RB3492 Glasses", "asin": "B0DFPS5Y4G", "price": "$6.49", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Compatible with Ray-Ban Meta Wayfarer Eyeglass Nose Pad, 8 Pairs Soft Silicone Nose Pads, Anti Slip Replacement Nose Pads", "asin": "B0DZWWVM9K", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden", "asin": "B0D2DHHGVV", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Nose Pads for Ray Ban RB6335 RB3549 RB4071 RB6336 RB7140,RB8415 and More Eyeglasses\uff0cSunglasses Moldels (5 Pairs Silver)", "asin": "B0D294BF1Z", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "BEHLINE Soft Silicone Eyeglasses Nose Pads,Anti-Slip Sunglasses Nose Pieces,Plug-in Glasses Nose Rest Repair Kit(Clear,16mm)", "asin": "B09T96D1FH", "price": "$5.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "DROGO Replacement Nose Pads for Ray Ban RB8148 51mm/RB8225 62mm/RB8165 51mm/RB8165 53mm/RB3293 63mm/RB3198 55mm Sunglass", "asin": "B0CW9LW836", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "8/20 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 | RB3523 | RB3526 | RB3558 | RB3530 Glasses", "asin": "B0D3GBML4M", "price": "$6.49", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "2 Pairs Soft Replacement Nose Pads for Ray-Ban RB3549 RB3614 RB4071 RB6335 RB6336 RB6363 RB7140 RB8415, Silicone Nosepiece Plug in Frame - Gold (16mm)", "asin": "B0DZWX6QJS", "price": "$4.88", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Sunglasses Nose Pads Replacement Kit for Ray-Ban, PTSLKHN Upgraded Eyeglasses Nose Pad, 5 Pairs of Sun Glasses Nose Pads", "asin": "B0CZRJ6B4T", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Soft Silicone Replacement Nose Pads for Ray-Ban RB3604/RB3523/RB3534/RB3549/RB3584/RB3614/RB3526/RB3538/RB3558", "asin": "B0CFFC2K53", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "5 Pairs Upgraded 13mm Soft Silicone Replacement Nose Pieces for Ray-Ban RB3604 RB3534 RB3523 RB3536 RB3549 RB3584 RB3526 RB3538 RB3558 RB3660 RB3530 Sunglass, Anti-Slip, Plug-in Nose Pads", "asin": "B0CHW7K1WM", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Nose Pads Replacement for Ray-Ban RB6331 RB6336 RB3549 RB3663 RB3666 RB3708 RB4071 RB7140 RB8415 Sunglasses, Plug in Nose Pieces Guards for RB Glasses Frames", "asin": "B0D8VS517T", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Eyeglasses Nose Pads, Upgraded Soft Silicone Air Chamber Eyeglass Nose Pads, 6 Pairs of Screw-in 15mm Glasses Nose Pad Set with Screws and Micro Screwdriver", "asin": "B07VH4DKY5", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Nose Pads for RayBan RB3025 RB3447Glasses Repair Kit. (14mm,Golden)", "asin": "B0CH2TF2TK", "price": "$6.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3025 Aviator Sunglasses Clip-on Style Nose Pieces Guards for RB Glasses Frames (16mm, Gold)", "asin": "B0C9FNLFW6", "price": "$7.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Replacement Nose Pads for Ray-Ban Aviator RB3025 RB3016 Sunglasses Repair Kits,Bonus Sunglasses Cloth (Silver)", "asin": "B07PR94FL9", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3526 RB3527 RB3549 RB3574 RB3584 RB3595 RB3673M RB4071 RB4264 RB6335 RB6336, RB Glasses Plug in Nose Pieces Guards, Gold Nosepads", "asin": "B0DPMQWMST", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Only 6 left in stock - order soon."},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3526 RB3549 RB3663 RB3584 RB4071 RB6331 RB6335 RB6336 RB6363 RB8415 Push-in Plug-in Style Eyeglasses, Gold Nosepads", "asin": "B0DPMP3ZZP", "price": "$6.49", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 15 left in stock - order soon."},
{"title": "Replacement Nose Pads for Aviator RB3025 3026 Sunglasses Repair Kits for Ray Ban (GOLD 16MM)", "asin": "B092PX48NP", "price": "$6.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Replacement Temple Tips Nose Pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits,Bonus Sunglasses Cloth(Cllear)", "asin": "B07L6YM391", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Eyeglasses Nose Pads, TEKPREM Glasses Nose Pads Replacement Repair Tools Kit with 5 Pairs of Air Chamber Silicone Nose Pads,Screws,Screwdrivers,Tweezer and Cleaning Cloth for Glasses and Sunglasses", "asin": "B091FKTCN8", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB3604 RB3523 RB6336 RB7140 RB3534 RB3549 RB4071 Sunglasses", "asin": "B0CF1Y9SY4", "price": "$6.48", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Setex Gecko Grip 1mm Anti Slip Eyeglass Nose Pads, (5 Black Pair) USA Made, 2500 Innovative Microstructured Fibers per Nose Pad, 1mm x 7mm x 16mm", "asin": "B08C2T72ND", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Push-in Nose Pads14mm for RB6335 Glasses Repair Kits Small Size Bonus Lens Cloth (Silver 14mm)", "asin": "B0CH3C1NQC", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Eyeglass Replacement Nose Pads, Anti Slip Plug in Sunglasses Nose Piece,Glasses Nose Guard for RB6335 RB3549 RB4071 RB6336", "asin": "B0D62GX386", "price": "$4.95", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 8 left in stock - order soon."},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB3604 RB3523 RB6336 RB7140 RB3534 RB3549 RB4071 RB8415 RB3526 RB3538 RB3558 RB3660 RB3530 RB8052 RB8054 Sunglasses | Eyeglasses", "asin": "B0DC6K8ZWB", "price": "$6.48", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "30 Pairs Replacement Nose Pads Clear Nose Pieces for Ray-Ban Aviator RB3025/Aviator RB3044/RB3261/RB3445/RB3483/RB3506/RB3519/RB3516/RB3293/RB3267/RB3362/RB3026/RB3490 Sunglass", "asin": "B0CHVRBVYM", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Setex Gecko Grip Ultra-Thin 0.6mm Anti Slip Eyeglass Nose Pads, (5 Clear Pair) Thinnest Nose Pads Available, Made in the USA, 2500 Patented Microstructured Fibers per Nose Pad, 0.6mm x 7mm x 16mm", "asin": "B08PZF22R1", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB3588 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D181CTD6", "price": "$11.99", "delivery": "$3.99 delivery Apr 14 - 15"},
{"title": "Eyeglass Nose Pads, Soft Silicone Adhesive Nose Pads for Glasses, 3.2mm Heighten Anti-Slip Air Chamber Glasses Nose Pad for Full Plastic Frames, 12 Pairs (Clear)", "asin": "B0BQC8V5BY", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB5154 49mm - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D1824SNC", "price": "$11.99", "delivery": "$3.99 delivery Tue, Apr 15 Or fastest delivery Apr 10 - 14"},
{"title": "Compatible/Replacement for Ray-Ban aviator 3025 Sunglasse Temple Arms Nose Pads Temple Tips if Applicable (Black)", "asin": "B07PSHYPPG", "price": "$19.99", "delivery": "FREE delivery Fri, Apr 11"},
{"title": "DROGO 6 Pairs Yellow Soft Silicone Replacement Nose Pads Nose Piece for RayBan RB3025/RB3026/RB3044/RB3445/RB3516/RB3354/RB3478 Eyeglasses/Sunglasses, Anti-Slip, Skin-Friendly", "asin": "B0D1TVKM7J", "price": "$5.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB3016 51mm Clubmaster - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D17Y3LHV", "price": "$11.99", "delivery": "$3.99 delivery Mon, Apr 14"},
{"title": "Nose Pads Replacement for Certain RB Frames |Soft, Comfortable, Durable, and Non Slipping Nose Pads | PVC | Gold Color | 1 Pair | by SPORTS WORLD VISION", "asin": "B07CRJYJVM", "price": "$6.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "12 Pairs Upgraded Soft Silicone Replacement Nose Pieces for Ray-Ban Aviator RB3025 | RB3044 | RB3026 | RB3030 | RB3211 | RB3362 | Clubmaster Sunglasses, Anti-Slip, Clip-on Nose Pads - Clear", "asin": "B0DFH7732X", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 17 left in stock - order soon."},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB4264 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D17ZG7VV", "price": "$11.99", "delivery": "$3.99 delivery Mon, Apr 14"},
{"title": "Clear Soft Silicone Replacement Nose Pads for Ray-Ban Aviator RB3025/RB3026/RB3030/RB3211/RB3362/RB3445/RB4175", "asin": "B0CFFF3MKD", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Black Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm", "asin": "B0DK7PHXXC", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB4263 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D17ZT9T4", "price": "$11.99", "delivery": "$3.99 delivery Mon, Apr 14"},
{"title": "Replacement 14mm Push-in Nose Pads for RB6335 Glasses Repair Kits,Bonus Lens Cloth. (Gold)", "asin": "B0BX33T9NB", "price": "$7.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Eyeglass Nose Pads, Adhesive Anti-Slip Nose Pads, Soft Silicone Nose Pad Cushion for Glasses, Eyeglasses, Sunglasses, 12 Pairs (Black)", "asin": "B08LPPWJRL", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Adhesive Nose Pad, 12 Pairs Eyeglass Nose Pads Stick On Silicone Anti-Slip for Glasses Sunglasses Thin Nose Pads Eyeglasses (6-Black & 6-Clear)", "asin": "B07R76TT69", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T20:39:47.542Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"ray ban replacement nose pads\"}],\n\"cart_items\": [{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$34.44\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses\", \"asin\": \"B0BVM3N7BK\", \"price\": \"$6.48\", \"quantity\": \"\"},\n{\"title\": \"16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden\", \"asin\": \"B07LF1WFQY\", \"price\": \"$8.59\", \"quantity\": \"\"},\n{\"title\": \"Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)\", \"asin\": \"B07PQ5ZZCZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass\", \"asin\": \"B0CFFL1Z6H\", \"price\": \"$5.98\", \"quantity\": \"\"},\n{\"title\": \"4 Pairs Soft Silicone Replacement Nose Pads for RayBan\\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)\", \"asin\": \"B0D812S5KZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pairs Replacement Nose Pads for Ray-Ban RB3025 Aviator Sunglasses Clip-on Style Nose Pieces Guards for RB Glasses Frames (16mm, Gold)\", \"asin\": \"B0C9FNLFW6\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses\", \"asin\": \"B0BVM3N7BK\", \"price\": \"$6.48\", \"quantity\": \"\"},\n{\"title\": \"Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)\", \"asin\": \"B07PQ5ZZCZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass\", \"asin\": \"B0CFFL1Z6H\", \"price\": \"$5.98\", \"quantity\": \"\"},\n{\"title\": \"Sunglasses Nose Pads Replacement Kit for Ray-Ban, PTSLKHN Upgraded Eyeglasses Nose Pad, 5 Pairs of Sun Glasses Nose Pads\", \"asin\": \"B0CZRJ6B4T\", \"price\": \"$5.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Clear Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm\", \"asin\": \"B0DK7Q4ZTY\"},\n{\"title\": \"Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Black Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm\", \"asin\": \"B0DK7PHXXC\"}],\n\"search_results\": [{\"title\": \"6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses\", \"asin\": \"B0BVM3N7BK\", \"price\": \"$6.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass\", \"asin\": \"B0CFFL1Z6H\", \"price\": \"$5.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden\", \"asin\": \"B07LF1WFQY\", \"price\": \"$8.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)\", \"asin\": \"B07PQ5ZZCZ\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pairs Soft Silicone Replacement Nose Pads for RayBan\\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)\", \"asin\": \"B0D812S5KZ\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"5 Pairs Replacement Nose Pads for RayBan RB3549, RB4071, RB6336, RB7140, RB8415 and More Eyeglasses, Sunglasses Models (Silver)\", \"asin\": \"B0B7L2LXQW\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n{\"title\": \"Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)\", \"asin\": \"B07PQ5ZZCZ\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pairs Soft Silicone Replacement Nose Pads for RayBan\\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)\", \"asin\": \"B0D812S5KZ\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass\", \"asin\": \"B0CFFL1Z6H\", \"price\": \"$5.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Replacement Push-in Nose Pads for RayBan RB6335 RB3549 RB4071 RB6336 RB7140 RB8415 Sunglasses Eyglasses Repair-Kits (Silver)\", \"asin\": \"B07W8ZNYW4\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Replacement Temple Arms for Ray Ban aviator RB3025 RB3447 Sunglasses Repair Kit,Temple Arms,Nose Pads,screw,screwdriver.\", \"asin\": \"B0DSF4LZF9\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Soft Silicone Replacement Nose Pads for Ray-Ban RB3604/RB3523/RB3534/RB3549/RB3584/RB3614/RB3526/RB3538/RB3558\", \"asin\": \"B0CFFC2K53\", \"price\": \"$6.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 RB3026 RB3044 RB3261 RB3483 Clubmaster RB3016 Sunglass\", \"asin\": \"B0CFFJ8JZ6\", \"price\": \"$5.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"6 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 RB3026 RB3044 RB3261 RB3483 Clubmaster RB3016 Sunglass\", \"asin\": \"B0D1V11L1Q\", \"price\": \"$6.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"6 Pairs Replacement Nose Pads, Replacement Nose Pads for Ray Ban Clip-on Soft Nose Pads Sunglasses Repair Kits for RayBan Aviator RB3025 3026 RB3030 RB3211 RB3362 RB3625 (Gold+Silver)\", \"asin\": \"B0CB7G4W9J\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Replacement Push-in Nose Pads for RayBan RB6335 RB3549 RB4071 RB6336 RB7140 RB8415 Sunglasses Eyglasses Repair-Kits (Gold)\", \"asin\": \"B07W6STB3X\", \"price\": \"$7.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Sunglass Nose Pads,5 Pairs Replacement Glasses Nose Pieces Fit for Model RB3549,RB4071,RB6336,RB7140,RB8415 and More Eyeglasses,Sunglasses Frames(Silver)\", \"asin\": \"B0D257766V\", \"price\": \"$5.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses\", \"asin\": \"B0BVM3N7BK\", \"price\": \"$6.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Suitable/Replacement for Ray-Ban 3025 Aviator Sunglasse Temple Arms Nose Pads Temple Tips if Applicable (Balck arm+Black Temple)\", \"asin\": \"B0CWLBJST3\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"6 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass\", \"asin\": \"B0D1TYWT6Q\", \"price\": \"$6.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"DROGO Soft Silicone Replacement Nose Pads Nose Piece for RayBan RB3534/RB3536/RB3538/RB3604, Anti-Slip, Skin-Friendly\", \"asin\": \"B0CFP6H2YF\", \"price\": \"$4.99\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"8/20 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 | RB3492 Glasses\", \"asin\": \"B0DFPS5Y4G\", \"price\": \"$6.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Compatible with Ray-Ban Meta Wayfarer Eyeglass Nose Pad, 8 Pairs Soft Silicone Nose Pads, Anti Slip Replacement Nose Pads\", \"asin\": \"B0DZWWVM9K\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden\", \"asin\": \"B0D2DHHGVV\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Replacement Nose Pads for Ray Ban RB6335 RB3549 RB4071 RB6336 RB7140,RB8415 and More Eyeglasses\\uff0cSunglasses Moldels (5 Pairs Silver)\", \"asin\": \"B0D294BF1Z\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"BEHLINE Soft Silicone Eyeglasses Nose Pads,Anti-Slip Sunglasses Nose Pieces,Plug-in Glasses Nose Rest Repair Kit(Clear,16mm)\", \"asin\": \"B09T96D1FH\", \"price\": \"$5.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"DROGO Replacement Nose Pads for Ray Ban RB8148 51mm/RB8225 62mm/RB8165 51mm/RB8165 53mm/RB3293 63mm/RB3198 55mm Sunglass\", \"asin\": \"B0CW9LW836\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"8/20 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 | RB3523 | RB3526 | RB3558 | RB3530 Glasses\", \"asin\": \"B0D3GBML4M\", \"price\": \"$6.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"2 Pairs Soft Replacement Nose Pads for Ray-Ban RB3549 RB3614 RB4071 RB6335 RB6336 RB6363 RB7140 RB8415, Silicone Nosepiece Plug in Frame - Gold (16mm)\", \"asin\": \"B0DZWX6QJS\", \"price\": \"$4.88\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sunglasses Nose Pads Replacement Kit for Ray-Ban, PTSLKHN Upgraded Eyeglasses Nose Pad, 5 Pairs of Sun Glasses Nose Pads\", \"asin\": \"B0CZRJ6B4T\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Soft Silicone Replacement Nose Pads for Ray-Ban RB3604/RB3523/RB3534/RB3549/RB3584/RB3614/RB3526/RB3538/RB3558\", \"asin\": \"B0CFFC2K53\", \"price\": \"$6.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"5 Pairs Upgraded 13mm Soft Silicone Replacement Nose Pieces for Ray-Ban RB3604 RB3534 RB3523 RB3536 RB3549 RB3584 RB3526 RB3538 RB3558 RB3660 RB3530 Sunglass, Anti-Slip, Plug-in Nose Pads\", \"asin\": \"B0CHW7K1WM\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"6 Pairs Nose Pads Replacement for Ray-Ban RB6331 RB6336 RB3549 RB3663 RB3666 RB3708 RB4071 RB7140 RB8415 Sunglasses, Plug in Nose Pieces Guards for RB Glasses Frames\", \"asin\": \"B0D8VS517T\", \"price\": \"$6.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Eyeglasses Nose Pads, Upgraded Soft Silicone Air Chamber Eyeglass Nose Pads, 6 Pairs of Screw-in 15mm Glasses Nose Pad Set with Screws and Micro Screwdriver\", \"asin\": \"B07VH4DKY5\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Replacement Nose Pads for RayBan RB3025 RB3447Glasses Repair Kit. (14mm,Golden)\", \"asin\": \"B0CH2TF2TK\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"6 Pairs Replacement Nose Pads for Ray-Ban RB3025 Aviator Sunglasses Clip-on Style Nose Pieces Guards for RB Glasses Frames (16mm, Gold)\", \"asin\": \"B0C9FNLFW6\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Replacement Nose Pads for Ray-Ban Aviator RB3025 RB3016 Sunglasses Repair Kits,Bonus Sunglasses Cloth (Silver)\", \"asin\": \"B07PR94FL9\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"6 Pairs Replacement Nose Pads for Ray-Ban RB3526 RB3527 RB3549 RB3574 RB3584 RB3595 RB3673M RB4071 RB4264 RB6335 RB6336, RB Glasses Plug in Nose Pieces Guards, Gold Nosepads\", \"asin\": \"B0DPMQWMST\", \"price\": \"$6.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Only 6 left in stock - order soon.\"},\n{\"title\": \"6 Pairs Replacement Nose Pads for Ray-Ban RB3526 RB3549 RB3663 RB3584 RB4071 RB6331 RB6335 RB6336 RB6363 RB8415 Push-in Plug-in Style Eyeglasses, Gold Nosepads\", \"asin\": \"B0DPMP3ZZP\", \"price\": \"$6.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 15 left in stock - order soon.\"},\n{\"title\": \"Replacement Nose Pads for Aviator RB3025 3026 Sunglasses Repair Kits for Ray Ban (GOLD 16MM)\", \"asin\": \"B092PX48NP\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Replacement Temple Tips Nose Pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits,Bonus Sunglasses Cloth(Cllear)\", \"asin\": \"B07L6YM391\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Eyeglasses Nose Pads, TEKPREM Glasses Nose Pads Replacement Repair Tools Kit with 5 Pairs of Air Chamber Silicone Nose Pads,Screws,Screwdrivers,Tweezer and Cleaning Cloth for Glasses and Sunglasses\", \"asin\": \"B091FKTCN8\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB3604 RB3523 RB6336 RB7140 RB3534 RB3549 RB4071 Sunglasses\", \"asin\": \"B0CF1Y9SY4\", \"price\": \"$6.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Setex Gecko Grip 1mm Anti Slip Eyeglass Nose Pads, (5 Black Pair) USA Made, 2500 Innovative Microstructured Fibers per Nose Pad, 1mm x 7mm x 16mm\", \"asin\": \"B08C2T72ND\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Replacement Push-in Nose Pads14mm for RB6335 Glasses Repair Kits Small Size Bonus Lens Cloth (Silver 14mm)\", \"asin\": \"B0CH3C1NQC\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Eyeglass Replacement Nose Pads, Anti Slip Plug in Sunglasses Nose Piece,Glasses Nose Guard for RB6335 RB3549 RB4071 RB6336\", \"asin\": \"B0D62GX386\", \"price\": \"$4.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 8 left in stock - order soon.\"},\n{\"title\": \"6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB3604 RB3523 RB6336 RB7140 RB3534 RB3549 RB4071 RB8415 RB3526 RB3538 RB3558 RB3660 RB3530 RB8052 RB8054 Sunglasses | Eyeglasses\", \"asin\": \"B0DC6K8ZWB\", \"price\": \"$6.48\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"30 Pairs Replacement Nose Pads Clear Nose Pieces for Ray-Ban Aviator RB3025/Aviator RB3044/RB3261/RB3445/RB3483/RB3506/RB3519/RB3516/RB3293/RB3267/RB3362/RB3026/RB3490 Sunglass\", \"asin\": \"B0CHVRBVYM\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Setex Gecko Grip Ultra-Thin 0.6mm Anti Slip Eyeglass Nose Pads, (5 Clear Pair) Thinnest Nose Pads Available, Made in the USA, 2500 Patented Microstructured Fibers per Nose Pad, 0.6mm x 7mm x 16mm\", \"asin\": \"B08PZF22R1\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Seek Optics Replacement Nose Pads for Ray-Ban RB3588 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear\", \"asin\": \"B0D181CTD6\", \"price\": \"$11.99\", \"delivery\": \"$3.99 delivery Apr 14 - 15\"},\n{\"title\": \"Eyeglass Nose Pads, Soft Silicone Adhesive Nose Pads for Glasses, 3.2mm Heighten Anti-Slip Air Chamber Glasses Nose Pad for Full Plastic Frames, 12 Pairs (Clear)\", \"asin\": \"B0BQC8V5BY\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Seek Optics Replacement Nose Pads for Ray-Ban RB5154 49mm - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear\", \"asin\": \"B0D1824SNC\", \"price\": \"$11.99\", \"delivery\": \"$3.99 delivery Tue, Apr 15 Or fastest delivery Apr 10 - 14\"},\n{\"title\": \"Compatible/Replacement for Ray-Ban aviator 3025 Sunglasse Temple Arms Nose Pads Temple Tips if Applicable (Black)\", \"asin\": \"B07PSHYPPG\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Fri, Apr 11\"},\n{\"title\": \"DROGO 6 Pairs Yellow Soft Silicone Replacement Nose Pads Nose Piece for RayBan RB3025/RB3026/RB3044/RB3445/RB3516/RB3354/RB3478 Eyeglasses/Sunglasses, Anti-Slip, Skin-Friendly\", \"asin\": \"B0D1TVKM7J\", \"price\": \"$5.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Seek Optics Replacement Nose Pads for Ray-Ban RB3016 51mm Clubmaster - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear\", \"asin\": \"B0D17Y3LHV\", \"price\": \"$11.99\", \"delivery\": \"$3.99 delivery Mon, Apr 14\"},\n{\"title\": \"Nose Pads Replacement for Certain RB Frames |Soft, Comfortable, Durable, and Non Slipping Nose Pads | PVC | Gold Color | 1 Pair | by SPORTS WORLD VISION\", \"asin\": \"B07CRJYJVM\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"12 Pairs Upgraded Soft Silicone Replacement Nose Pieces for Ray-Ban Aviator RB3025 | RB3044 | RB3026 | RB3030 | RB3211 | RB3362 | Clubmaster Sunglasses, Anti-Slip, Clip-on Nose Pads - Clear\", \"asin\": \"B0DFH7732X\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 17 left in stock - order soon.\"},\n{\"title\": \"Seek Optics Replacement Nose Pads for Ray-Ban RB4264 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear\", \"asin\": \"B0D17ZG7VV\", \"price\": \"$11.99\", \"delivery\": \"$3.99 delivery Mon, Apr 14\"},\n{\"title\": \"Clear Soft Silicone Replacement Nose Pads for Ray-Ban Aviator RB3025/RB3026/RB3030/RB3211/RB3362/RB3445/RB4175\", \"asin\": \"B0CFFF3MKD\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Black Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm\", \"asin\": \"B0DK7PHXXC\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Seek Optics Replacement Nose Pads for Ray-Ban RB4263 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear\", \"asin\": \"B0D17ZT9T4\", \"price\": \"$11.99\", \"delivery\": \"$3.99 delivery Mon, Apr 14\"},\n{\"title\": \"Replacement 14mm Push-in Nose Pads for RB6335 Glasses Repair Kits,Bonus Lens Cloth. (Gold)\", \"asin\": \"B0BX33T9NB\", \"price\": \"$7.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Eyeglass Nose Pads, Adhesive Anti-Slip Nose Pads, Soft Silicone Nose Pad Cushion for Glasses, Eyeglasses, Sunglasses, 12 Pairs (Black)\", \"asin\": \"B08LPPWJRL\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Adhesive Nose Pad, 12 Pairs Eyeglass Nose Pads Stick On Silicone Anti-Slip for Glasses Sunglasses Thin Nose Pads Eyeglasses (6-Black & 6-Clear)\", \"asin\": \"B07R76TT69\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T20:39:49.300Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "ray ban replacement nose pads"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$34.44", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"promotion_items": [{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses", "asin": "B0BVM3N7BK", "price": "$6.48", "quantity": ""},
{"title": "16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden", "asin": "B07LF1WFQY", "price": "$8.59", "quantity": ""},
{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)", "asin": "B07PQ5ZZCZ", "price": "$7.99", "quantity": ""},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0CFFL1Z6H", "price": "$5.98", "quantity": ""},
{"title": "4 Pairs Soft Silicone Replacement Nose Pads for RayBan\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)", "asin": "B0D812S5KZ", "price": "$7.99", "quantity": ""},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3025 Aviator Sunglasses Clip-on Style Nose Pieces Guards for RB Glasses Frames (16mm, Gold)", "asin": "B0C9FNLFW6", "price": "$7.99", "quantity": ""},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses", "asin": "B0BVM3N7BK", "price": "$6.48", "quantity": ""},
{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)", "asin": "B07PQ5ZZCZ", "price": "$7.99", "quantity": ""},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0CFFL1Z6H", "price": "$5.98", "quantity": ""},
{"title": "Sunglasses Nose Pads Replacement Kit for Ray-Ban, PTSLKHN Upgraded Eyeglasses Nose Pad, 5 Pairs of Sun Glasses Nose Pads", "asin": "B0CZRJ6B4T", "price": "$5.99", "quantity": ""}],
"ads": [{"title": "Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Clear Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm", "asin": "B0DK7Q4ZTY"},
{"title": "Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Black Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm", "asin": "B0DK7PHXXC"}],
"search_results": [{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses", "asin": "B0BVM3N7BK", "price": "$6.48", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0CFFL1Z6H", "price": "$5.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden", "asin": "B07LF1WFQY", "price": "$8.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)", "asin": "B07PQ5ZZCZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Soft Silicone Replacement Nose Pads for RayBan\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)", "asin": "B0D812S5KZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "5 Pairs Replacement Nose Pads for RayBan RB3549, RB4071, RB6336, RB7140, RB8415 and More Eyeglasses, Sunglasses Models (Silver)", "asin": "B0B7L2LXQW", "price": "$8.99", "delivery": "FREE delivery Sat, Apr 12 for Prime members"},
{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)", "asin": "B07PQ5ZZCZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Soft Silicone Replacement Nose Pads for RayBan\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)", "asin": "B0D812S5KZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0CFFL1Z6H", "price": "$5.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Push-in Nose Pads for RayBan RB6335 RB3549 RB4071 RB6336 RB7140 RB8415 Sunglasses Eyglasses Repair-Kits (Silver)", "asin": "B07W8ZNYW4", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Temple Arms for Ray Ban aviator RB3025 RB3447 Sunglasses Repair Kit,Temple Arms,Nose Pads,screw,screwdriver.", "asin": "B0DSF4LZF9", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Soft Silicone Replacement Nose Pads for Ray-Ban RB3604/RB3523/RB3534/RB3549/RB3584/RB3614/RB3526/RB3538/RB3558", "asin": "B0CFFC2K53", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 RB3026 RB3044 RB3261 RB3483 Clubmaster RB3016 Sunglass", "asin": "B0CFFJ8JZ6", "price": "$5.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 RB3026 RB3044 RB3261 RB3483 Clubmaster RB3016 Sunglass", "asin": "B0D1V11L1Q", "price": "$6.49", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "6 Pairs Replacement Nose Pads, Replacement Nose Pads for Ray Ban Clip-on Soft Nose Pads Sunglasses Repair Kits for RayBan Aviator RB3025 3026 RB3030 RB3211 RB3362 RB3625 (Gold+Silver)", "asin": "B0CB7G4W9J", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Push-in Nose Pads for RayBan RB6335 RB3549 RB4071 RB6336 RB7140 RB8415 Sunglasses Eyglasses Repair-Kits (Gold)", "asin": "B07W6STB3X", "price": "$7.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Sunglass Nose Pads,5 Pairs Replacement Glasses Nose Pieces Fit for Model RB3549,RB4071,RB6336,RB7140,RB8415 and More Eyeglasses,Sunglasses Frames(Silver)", "asin": "B0D257766V", "price": "$5.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses", "asin": "B0BVM3N7BK", "price": "$6.48", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Suitable/Replacement for Ray-Ban 3025 Aviator Sunglasse Temple Arms Nose Pads Temple Tips if Applicable (Balck arm+Black Temple)", "asin": "B0CWLBJST3", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0D1TYWT6Q", "price": "$6.49", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "DROGO Soft Silicone Replacement Nose Pads Nose Piece for RayBan RB3534/RB3536/RB3538/RB3604, Anti-Slip, Skin-Friendly", "asin": "B0CFP6H2YF", "price": "$4.99", "delivery": "FREE delivery Mon, Apr 14 for Prime members Only 1 left in stock - order soon."},
{"title": "8/20 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 | RB3492 Glasses", "asin": "B0DFPS5Y4G", "price": "$6.49", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Compatible with Ray-Ban Meta Wayfarer Eyeglass Nose Pad, 8 Pairs Soft Silicone Nose Pads, Anti Slip Replacement Nose Pads", "asin": "B0DZWWVM9K", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden", "asin": "B0D2DHHGVV", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Nose Pads for Ray Ban RB6335 RB3549 RB4071 RB6336 RB7140,RB8415 and More Eyeglasses\uff0cSunglasses Moldels (5 Pairs Silver)", "asin": "B0D294BF1Z", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "BEHLINE Soft Silicone Eyeglasses Nose Pads,Anti-Slip Sunglasses Nose Pieces,Plug-in Glasses Nose Rest Repair Kit(Clear,16mm)", "asin": "B09T96D1FH", "price": "$5.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "DROGO Replacement Nose Pads for Ray Ban RB8148 51mm/RB8225 62mm/RB8165 51mm/RB8165 53mm/RB3293 63mm/RB3198 55mm Sunglass", "asin": "B0CW9LW836", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "8/20 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 | RB3523 | RB3526 | RB3558 | RB3530 Glasses", "asin": "B0D3GBML4M", "price": "$6.49", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "2 Pairs Soft Replacement Nose Pads for Ray-Ban RB3549 RB3614 RB4071 RB6335 RB6336 RB6363 RB7140 RB8415, Silicone Nosepiece Plug in Frame - Gold (16mm)", "asin": "B0DZWX6QJS", "price": "$4.88", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Sunglasses Nose Pads Replacement Kit for Ray-Ban, PTSLKHN Upgraded Eyeglasses Nose Pad, 5 Pairs of Sun Glasses Nose Pads", "asin": "B0CZRJ6B4T", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Soft Silicone Replacement Nose Pads for Ray-Ban RB3604/RB3523/RB3534/RB3549/RB3584/RB3614/RB3526/RB3538/RB3558", "asin": "B0CFFC2K53", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "5 Pairs Upgraded 13mm Soft Silicone Replacement Nose Pieces for Ray-Ban RB3604 RB3534 RB3523 RB3536 RB3549 RB3584 RB3526 RB3538 RB3558 RB3660 RB3530 Sunglass, Anti-Slip, Plug-in Nose Pads", "asin": "B0CHW7K1WM", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Nose Pads Replacement for Ray-Ban RB6331 RB6336 RB3549 RB3663 RB3666 RB3708 RB4071 RB7140 RB8415 Sunglasses, Plug in Nose Pieces Guards for RB Glasses Frames", "asin": "B0D8VS517T", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Eyeglasses Nose Pads, Upgraded Soft Silicone Air Chamber Eyeglass Nose Pads, 6 Pairs of Screw-in 15mm Glasses Nose Pad Set with Screws and Micro Screwdriver", "asin": "B07VH4DKY5", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Nose Pads for RayBan RB3025 RB3447Glasses Repair Kit. (14mm,Golden)", "asin": "B0CH2TF2TK", "price": "$6.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3025 Aviator Sunglasses Clip-on Style Nose Pieces Guards for RB Glasses Frames (16mm, Gold)", "asin": "B0C9FNLFW6", "price": "$7.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Replacement Nose Pads for Ray-Ban Aviator RB3025 RB3016 Sunglasses Repair Kits,Bonus Sunglasses Cloth (Silver)", "asin": "B07PR94FL9", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3526 RB3527 RB3549 RB3574 RB3584 RB3595 RB3673M RB4071 RB4264 RB6335 RB6336, RB Glasses Plug in Nose Pieces Guards, Gold Nosepads", "asin": "B0DPMQWMST", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Only 6 left in stock - order soon."},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3526 RB3549 RB3663 RB3584 RB4071 RB6331 RB6335 RB6336 RB6363 RB8415 Push-in Plug-in Style Eyeglasses, Gold Nosepads", "asin": "B0DPMP3ZZP", "price": "$6.49", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 15 left in stock - order soon."},
{"title": "Replacement Nose Pads for Aviator RB3025 3026 Sunglasses Repair Kits for Ray Ban (GOLD 16MM)", "asin": "B092PX48NP", "price": "$6.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Replacement Temple Tips Nose Pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits,Bonus Sunglasses Cloth(Cllear)", "asin": "B07L6YM391", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Eyeglasses Nose Pads, TEKPREM Glasses Nose Pads Replacement Repair Tools Kit with 5 Pairs of Air Chamber Silicone Nose Pads,Screws,Screwdrivers,Tweezer and Cleaning Cloth for Glasses and Sunglasses", "asin": "B091FKTCN8", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB3604 RB3523 RB6336 RB7140 RB3534 RB3549 RB4071 Sunglasses", "asin": "B0CF1Y9SY4", "price": "$6.48", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Setex Gecko Grip 1mm Anti Slip Eyeglass Nose Pads, (5 Black Pair) USA Made, 2500 Innovative Microstructured Fibers per Nose Pad, 1mm x 7mm x 16mm", "asin": "B08C2T72ND", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Push-in Nose Pads14mm for RB6335 Glasses Repair Kits Small Size Bonus Lens Cloth (Silver 14mm)", "asin": "B0CH3C1NQC", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Eyeglass Replacement Nose Pads, Anti Slip Plug in Sunglasses Nose Piece,Glasses Nose Guard for RB6335 RB3549 RB4071 RB6336", "asin": "B0D62GX386", "price": "$4.95", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 8 left in stock - order soon."},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB3604 RB3523 RB6336 RB7140 RB3534 RB3549 RB4071 RB8415 RB3526 RB3538 RB3558 RB3660 RB3530 RB8052 RB8054 Sunglasses | Eyeglasses", "asin": "B0DC6K8ZWB", "price": "$6.48", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "30 Pairs Replacement Nose Pads Clear Nose Pieces for Ray-Ban Aviator RB3025/Aviator RB3044/RB3261/RB3445/RB3483/RB3506/RB3519/RB3516/RB3293/RB3267/RB3362/RB3026/RB3490 Sunglass", "asin": "B0CHVRBVYM", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Setex Gecko Grip Ultra-Thin 0.6mm Anti Slip Eyeglass Nose Pads, (5 Clear Pair) Thinnest Nose Pads Available, Made in the USA, 2500 Patented Microstructured Fibers per Nose Pad, 0.6mm x 7mm x 16mm", "asin": "B08PZF22R1", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB3588 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D181CTD6", "price": "$11.99", "delivery": "$3.99 delivery Apr 14 - 15"},
{"title": "Eyeglass Nose Pads, Soft Silicone Adhesive Nose Pads for Glasses, 3.2mm Heighten Anti-Slip Air Chamber Glasses Nose Pad for Full Plastic Frames, 12 Pairs (Clear)", "asin": "B0BQC8V5BY", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB5154 49mm - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D1824SNC", "price": "$11.99", "delivery": "$3.99 delivery Tue, Apr 15 Or fastest delivery Apr 10 - 14"},
{"title": "Compatible/Replacement for Ray-Ban aviator 3025 Sunglasse Temple Arms Nose Pads Temple Tips if Applicable (Black)", "asin": "B07PSHYPPG", "price": "$19.99", "delivery": "FREE delivery Fri, Apr 11"},
{"title": "DROGO 6 Pairs Yellow Soft Silicone Replacement Nose Pads Nose Piece for RayBan RB3025/RB3026/RB3044/RB3445/RB3516/RB3354/RB3478 Eyeglasses/Sunglasses, Anti-Slip, Skin-Friendly", "asin": "B0D1TVKM7J", "price": "$5.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB3016 51mm Clubmaster - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D17Y3LHV", "price": "$11.99", "delivery": "$3.99 delivery Mon, Apr 14"},
{"title": "Nose Pads Replacement for Certain RB Frames |Soft, Comfortable, Durable, and Non Slipping Nose Pads | PVC | Gold Color | 1 Pair | by SPORTS WORLD VISION", "asin": "B07CRJYJVM", "price": "$6.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "12 Pairs Upgraded Soft Silicone Replacement Nose Pieces for Ray-Ban Aviator RB3025 | RB3044 | RB3026 | RB3030 | RB3211 | RB3362 | Clubmaster Sunglasses, Anti-Slip, Clip-on Nose Pads - Clear", "asin": "B0DFH7732X", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 17 left in stock - order soon."},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB4264 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D17ZG7VV", "price": "$11.99", "delivery": "$3.99 delivery Mon, Apr 14"},
{"title": "Clear Soft Silicone Replacement Nose Pads for Ray-Ban Aviator RB3025/RB3026/RB3030/RB3211/RB3362/RB3445/RB4175", "asin": "B0CFFF3MKD", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Black Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm", "asin": "B0DK7PHXXC", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB4263 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D17ZT9T4", "price": "$11.99", "delivery": "$3.99 delivery Mon, Apr 14"},
{"title": "Replacement 14mm Push-in Nose Pads for RB6335 Glasses Repair Kits,Bonus Lens Cloth. (Gold)", "asin": "B0BX33T9NB", "price": "$7.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Eyeglass Nose Pads, Adhesive Anti-Slip Nose Pads, Soft Silicone Nose Pad Cushion for Glasses, Eyeglasses, Sunglasses, 12 Pairs (Black)", "asin": "B08LPPWJRL", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Adhesive Nose Pad, 12 Pairs Eyeglass Nose Pads Stick On Silicone Anti-Slip for Glasses Sunglasses Thin Nose Pads Eyeglasses (6-Black & 6-Clear)", "asin": "B07R76TT69", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T20:39:49.300Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-07T20:39:49.300Z
|
input
|
ray ban replacement nose pads
|
rule
|
2025-04-07T20:39:49.300Z
|
input
|
ray ban replacement nose pads
|
train
| 315 |
2025-04-07T20:39:49.300Z
|
input
|
ray ban replacement nose pads
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "ray ban replacement nose pads"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$34.44", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"promotion_items": [{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses", "asin": "B0BVM3N7BK", "price": "$6.48", "quantity": ""},
{"title": "16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden", "asin": "B07LF1WFQY", "price": "$8.59", "quantity": ""},
{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)", "asin": "B07PQ5ZZCZ", "price": "$7.99", "quantity": ""},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0CFFL1Z6H", "price": "$5.98", "quantity": ""},
{"title": "4 Pairs Soft Silicone Replacement Nose Pads for RayBan\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)", "asin": "B0D812S5KZ", "price": "$7.99", "quantity": ""},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3025 Aviator Sunglasses Clip-on Style Nose Pieces Guards for RB Glasses Frames (16mm, Gold)", "asin": "B0C9FNLFW6", "price": "$7.99", "quantity": ""},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses", "asin": "B0BVM3N7BK", "price": "$6.48", "quantity": ""},
{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)", "asin": "B07PQ5ZZCZ", "price": "$7.99", "quantity": ""},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0CFFL1Z6H", "price": "$5.98", "quantity": ""},
{"title": "Sunglasses Nose Pads Replacement Kit for Ray-Ban, PTSLKHN Upgraded Eyeglasses Nose Pad, 5 Pairs of Sun Glasses Nose Pads", "asin": "B0CZRJ6B4T", "price": "$5.99", "quantity": ""}],
"ads": [{"title": "Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Clear Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm", "asin": "B0DK7Q4ZTY"},
{"title": "Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Black Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm", "asin": "B0DK7PHXXC"}],
"search_results": [{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses", "asin": "B0BVM3N7BK", "price": "$6.48", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0CFFL1Z6H", "price": "$5.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden", "asin": "B07LF1WFQY", "price": "$8.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)", "asin": "B07PQ5ZZCZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Soft Silicone Replacement Nose Pads for RayBan\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)", "asin": "B0D812S5KZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "5 Pairs Replacement Nose Pads for RayBan RB3549, RB4071, RB6336, RB7140, RB8415 and More Eyeglasses, Sunglasses Models (Silver)", "asin": "B0B7L2LXQW", "price": "$8.99", "delivery": "FREE delivery Sat, Apr 12 for Prime members"},
{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)", "asin": "B07PQ5ZZCZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Soft Silicone Replacement Nose Pads for RayBan\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)", "asin": "B0D812S5KZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0CFFL1Z6H", "price": "$5.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Push-in Nose Pads for RayBan RB6335 RB3549 RB4071 RB6336 RB7140 RB8415 Sunglasses Eyglasses Repair-Kits (Silver)", "asin": "B07W8ZNYW4", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Temple Arms for Ray Ban aviator RB3025 RB3447 Sunglasses Repair Kit,Temple Arms,Nose Pads,screw,screwdriver.", "asin": "B0DSF4LZF9", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Soft Silicone Replacement Nose Pads for Ray-Ban RB3604/RB3523/RB3534/RB3549/RB3584/RB3614/RB3526/RB3538/RB3558", "asin": "B0CFFC2K53", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 RB3026 RB3044 RB3261 RB3483 Clubmaster RB3016 Sunglass", "asin": "B0CFFJ8JZ6", "price": "$5.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 RB3026 RB3044 RB3261 RB3483 Clubmaster RB3016 Sunglass", "asin": "B0D1V11L1Q", "price": "$6.49", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "6 Pairs Replacement Nose Pads, Replacement Nose Pads for Ray Ban Clip-on Soft Nose Pads Sunglasses Repair Kits for RayBan Aviator RB3025 3026 RB3030 RB3211 RB3362 RB3625 (Gold+Silver)", "asin": "B0CB7G4W9J", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Push-in Nose Pads for RayBan RB6335 RB3549 RB4071 RB6336 RB7140 RB8415 Sunglasses Eyglasses Repair-Kits (Gold)", "asin": "B07W6STB3X", "price": "$7.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Sunglass Nose Pads,5 Pairs Replacement Glasses Nose Pieces Fit for Model RB3549,RB4071,RB6336,RB7140,RB8415 and More Eyeglasses,Sunglasses Frames(Silver)", "asin": "B0D257766V", "price": "$5.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses", "asin": "B0BVM3N7BK", "price": "$6.48", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Suitable/Replacement for Ray-Ban 3025 Aviator Sunglasse Temple Arms Nose Pads Temple Tips if Applicable (Balck arm+Black Temple)", "asin": "B0CWLBJST3", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0D1TYWT6Q", "price": "$6.49", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "DROGO Soft Silicone Replacement Nose Pads Nose Piece for RayBan RB3534/RB3536/RB3538/RB3604, Anti-Slip, Skin-Friendly", "asin": "B0CFP6H2YF", "price": "$4.99", "delivery": "FREE delivery Mon, Apr 14 for Prime members Only 1 left in stock - order soon."},
{"title": "8/20 Pairs Replacement Nosepieces Nose Pads for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 | RB3492 Glasses", "asin": "B0DFPS5Y4G", "price": "$6.49", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Compatible with Ray-Ban Meta Wayfarer Eyeglass Nose Pad, 8 Pairs Soft Silicone Nose Pads, Anti Slip Replacement Nose Pads", "asin": "B0DZWWVM9K", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden", "asin": "B0D2DHHGVV", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Nose Pads for Ray Ban RB6335 RB3549 RB4071 RB6336 RB7140,RB8415 and More Eyeglasses\uff0cSunglasses Moldels (5 Pairs Silver)", "asin": "B0D294BF1Z", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "BEHLINE Soft Silicone Eyeglasses Nose Pads,Anti-Slip Sunglasses Nose Pieces,Plug-in Glasses Nose Rest Repair Kit(Clear,16mm)", "asin": "B09T96D1FH", "price": "$5.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "DROGO Replacement Nose Pads for Ray Ban RB8148 51mm/RB8225 62mm/RB8165 51mm/RB8165 53mm/RB3293 63mm/RB3198 55mm Sunglass", "asin": "B0CW9LW836", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "8/20 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 | RB3523 | RB3526 | RB3558 | RB3530 Glasses", "asin": "B0D3GBML4M", "price": "$6.49", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "2 Pairs Soft Replacement Nose Pads for Ray-Ban RB3549 RB3614 RB4071 RB6335 RB6336 RB6363 RB7140 RB8415, Silicone Nosepiece Plug in Frame - Gold (16mm)", "asin": "B0DZWX6QJS", "price": "$4.88", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Sunglasses Nose Pads Replacement Kit for Ray-Ban, PTSLKHN Upgraded Eyeglasses Nose Pad, 5 Pairs of Sun Glasses Nose Pads", "asin": "B0CZRJ6B4T", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Soft Silicone Replacement Nose Pads for Ray-Ban RB3604/RB3523/RB3534/RB3549/RB3584/RB3614/RB3526/RB3538/RB3558", "asin": "B0CFFC2K53", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "5 Pairs Upgraded 13mm Soft Silicone Replacement Nose Pieces for Ray-Ban RB3604 RB3534 RB3523 RB3536 RB3549 RB3584 RB3526 RB3538 RB3558 RB3660 RB3530 Sunglass, Anti-Slip, Plug-in Nose Pads", "asin": "B0CHW7K1WM", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Nose Pads Replacement for Ray-Ban RB6331 RB6336 RB3549 RB3663 RB3666 RB3708 RB4071 RB7140 RB8415 Sunglasses, Plug in Nose Pieces Guards for RB Glasses Frames", "asin": "B0D8VS517T", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Eyeglasses Nose Pads, Upgraded Soft Silicone Air Chamber Eyeglass Nose Pads, 6 Pairs of Screw-in 15mm Glasses Nose Pad Set with Screws and Micro Screwdriver", "asin": "B07VH4DKY5", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Nose Pads for RayBan RB3025 RB3447Glasses Repair Kit. (14mm,Golden)", "asin": "B0CH2TF2TK", "price": "$6.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3025 Aviator Sunglasses Clip-on Style Nose Pieces Guards for RB Glasses Frames (16mm, Gold)", "asin": "B0C9FNLFW6", "price": "$7.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Replacement Nose Pads for Ray-Ban Aviator RB3025 RB3016 Sunglasses Repair Kits,Bonus Sunglasses Cloth (Silver)", "asin": "B07PR94FL9", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3526 RB3527 RB3549 RB3574 RB3584 RB3595 RB3673M RB4071 RB4264 RB6335 RB6336, RB Glasses Plug in Nose Pieces Guards, Gold Nosepads", "asin": "B0DPMQWMST", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Only 6 left in stock - order soon."},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3526 RB3549 RB3663 RB3584 RB4071 RB6331 RB6335 RB6336 RB6363 RB8415 Push-in Plug-in Style Eyeglasses, Gold Nosepads", "asin": "B0DPMP3ZZP", "price": "$6.49", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 15 left in stock - order soon."},
{"title": "Replacement Nose Pads for Aviator RB3025 3026 Sunglasses Repair Kits for Ray Ban (GOLD 16MM)", "asin": "B092PX48NP", "price": "$6.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Replacement Temple Tips Nose Pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits,Bonus Sunglasses Cloth(Cllear)", "asin": "B07L6YM391", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Eyeglasses Nose Pads, TEKPREM Glasses Nose Pads Replacement Repair Tools Kit with 5 Pairs of Air Chamber Silicone Nose Pads,Screws,Screwdrivers,Tweezer and Cleaning Cloth for Glasses and Sunglasses", "asin": "B091FKTCN8", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB3604 RB3523 RB6336 RB7140 RB3534 RB3549 RB4071 Sunglasses", "asin": "B0CF1Y9SY4", "price": "$6.48", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Setex Gecko Grip 1mm Anti Slip Eyeglass Nose Pads, (5 Black Pair) USA Made, 2500 Innovative Microstructured Fibers per Nose Pad, 1mm x 7mm x 16mm", "asin": "B08C2T72ND", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Push-in Nose Pads14mm for RB6335 Glasses Repair Kits Small Size Bonus Lens Cloth (Silver 14mm)", "asin": "B0CH3C1NQC", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Eyeglass Replacement Nose Pads, Anti Slip Plug in Sunglasses Nose Piece,Glasses Nose Guard for RB6335 RB3549 RB4071 RB6336", "asin": "B0D62GX386", "price": "$4.95", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 8 left in stock - order soon."},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB3604 RB3523 RB6336 RB7140 RB3534 RB3549 RB4071 RB8415 RB3526 RB3538 RB3558 RB3660 RB3530 RB8052 RB8054 Sunglasses | Eyeglasses", "asin": "B0DC6K8ZWB", "price": "$6.48", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "30 Pairs Replacement Nose Pads Clear Nose Pieces for Ray-Ban Aviator RB3025/Aviator RB3044/RB3261/RB3445/RB3483/RB3506/RB3519/RB3516/RB3293/RB3267/RB3362/RB3026/RB3490 Sunglass", "asin": "B0CHVRBVYM", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Setex Gecko Grip Ultra-Thin 0.6mm Anti Slip Eyeglass Nose Pads, (5 Clear Pair) Thinnest Nose Pads Available, Made in the USA, 2500 Patented Microstructured Fibers per Nose Pad, 0.6mm x 7mm x 16mm", "asin": "B08PZF22R1", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB3588 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D181CTD6", "price": "$11.99", "delivery": "$3.99 delivery Apr 14 - 15"},
{"title": "Eyeglass Nose Pads, Soft Silicone Adhesive Nose Pads for Glasses, 3.2mm Heighten Anti-Slip Air Chamber Glasses Nose Pad for Full Plastic Frames, 12 Pairs (Clear)", "asin": "B0BQC8V5BY", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB5154 49mm - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D1824SNC", "price": "$11.99", "delivery": "$3.99 delivery Tue, Apr 15 Or fastest delivery Apr 10 - 14"},
{"title": "Compatible/Replacement for Ray-Ban aviator 3025 Sunglasse Temple Arms Nose Pads Temple Tips if Applicable (Black)", "asin": "B07PSHYPPG", "price": "$19.99", "delivery": "FREE delivery Fri, Apr 11"},
{"title": "DROGO 6 Pairs Yellow Soft Silicone Replacement Nose Pads Nose Piece for RayBan RB3025/RB3026/RB3044/RB3445/RB3516/RB3354/RB3478 Eyeglasses/Sunglasses, Anti-Slip, Skin-Friendly", "asin": "B0D1TVKM7J", "price": "$5.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB3016 51mm Clubmaster - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D17Y3LHV", "price": "$11.99", "delivery": "$3.99 delivery Mon, Apr 14"},
{"title": "Nose Pads Replacement for Certain RB Frames |Soft, Comfortable, Durable, and Non Slipping Nose Pads | PVC | Gold Color | 1 Pair | by SPORTS WORLD VISION", "asin": "B07CRJYJVM", "price": "$6.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "12 Pairs Upgraded Soft Silicone Replacement Nose Pieces for Ray-Ban Aviator RB3025 | RB3044 | RB3026 | RB3030 | RB3211 | RB3362 | Clubmaster Sunglasses, Anti-Slip, Clip-on Nose Pads - Clear", "asin": "B0DFH7732X", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 17 left in stock - order soon."},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB4264 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D17ZG7VV", "price": "$11.99", "delivery": "$3.99 delivery Mon, Apr 14"},
{"title": "Clear Soft Silicone Replacement Nose Pads for Ray-Ban Aviator RB3025/RB3026/RB3030/RB3211/RB3362/RB3445/RB4175", "asin": "B0CFFF3MKD", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Black Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm", "asin": "B0DK7PHXXC", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB4263 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D17ZT9T4", "price": "$11.99", "delivery": "$3.99 delivery Mon, Apr 14"},
{"title": "Replacement 14mm Push-in Nose Pads for RB6335 Glasses Repair Kits,Bonus Lens Cloth. (Gold)", "asin": "B0BX33T9NB", "price": "$7.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Eyeglass Nose Pads, Adhesive Anti-Slip Nose Pads, Soft Silicone Nose Pad Cushion for Glasses, Eyeglasses, Sunglasses, 12 Pairs (Black)", "asin": "B08LPPWJRL", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Adhesive Nose Pad, 12 Pairs Eyeglass Nose Pads Stick On Silicone Anti-Slip for Glasses Sunglasses Thin Nose Pads Eyeglasses (6-Black & 6-Clear)", "asin": "B07R76TT69", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T20:39:49.300Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"ray ban replacement nose pads\"}],\n\"cart_items\": [{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$34.44\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"search_results\": [{\"title\": \"5 Pairs Replacement Nose Pads for RayBan RB3549, RB4071, RB6336, RB7140, RB8415 and More Plug in Eyeglasses, Sunglasses Models - Gold\", \"asin\": \"B0B7X6QLG2\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Replacement Nose Pads for Ray Ban RB6335 RB6363 RB4071 RB6336 RB6375 Sunglasses/Eyeglasses Repair Kit Nose Pads (5 Pairs Golden)\", \"asin\": \"B0D294DTN1\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass\", \"asin\": \"B0CFFL1Z6H\", \"price\": \"$5.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pairs Soft Silicone Replacement Nose Pads for RayBan\\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)\", \"asin\": \"B0D812S5KZ\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Replacement Push-in Nose Pads for RayBan RB6335 RB3549 RB4071 RB6336 RB7140 RB8415 Sunglasses Eyglasses Repair-Kits (Silver)\", \"asin\": \"B07W8ZNYW4\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"6 Pairs Replacement Nose Pads, Replacement Nose Pads for Ray Ban Clip-on Soft Nose Pads Sunglasses Repair Kits for RayBan Aviator RB3025 3026 RB3030 RB3211 RB3362 RB3625 (Gold+Silver)\", \"asin\": \"B0CB7G4W9J\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)\", \"asin\": \"B07PQ5ZZCZ\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Replacement Push-in Nose Pads for RayBan RB6335 RB3549 RB4071 RB6336 RB7140 RB8415 Sunglasses Eyglasses Repair-Kits (Gold)\", \"asin\": \"B07W6STB3X\", \"price\": \"$7.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Sunglass Nose Pads,5 Pairs Replacement Glasses Nose Pieces Fit for Model RB3549,RB4071,RB6336,RB7140,RB8415 and More Eyeglasses,Sunglasses Frames(Silver)\", \"asin\": \"B0D257766V\", \"price\": \"$5.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses\", \"asin\": \"B0BVM3N7BK\", \"price\": \"$6.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Soft Silicone Replacement Nose Pads for Ray-Ban RB3604/RB3523/RB3534/RB3549/RB3584/RB3614/RB3526/RB3538/RB3558\", \"asin\": \"B0CFFBP85G\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"BEHLINE Soft Silicone Eyeglasses Nose Pads,Anti-Slip Sunglasses Nose Pieces,Plug-in Glasses Nose Rest Repair Kit(Clear,16mm)\", \"asin\": \"B09T96D1FH\", \"price\": \"$5.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Compatible with Ray-Ban Meta Wayfarer Eyeglass Nose Pad, 8 Pairs Soft Silicone Nose Pads, Anti Slip Replacement Nose Pads\", \"asin\": \"B0DZWWVM9K\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden\", \"asin\": \"B0D2DHHGVV\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"2 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass\", \"asin\": \"B0D7CC666K\", \"price\": \"$3.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sunglasses Nose Pads Replacement Kit for Ray-Ban, PTSLKHN Upgraded Eyeglasses Nose Pad, 5 Pairs of Sun Glasses Nose Pads\", \"asin\": \"B0CZRJ6B4T\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"6 Pairs Replacement Nose Pads for Ray-Ban RB3526 RB3527 RB3549 RB3574 RB3584 RB3595 RB3673M RB4071 RB4264 RB6335 RB6336, RB Glasses Plug in Nose Pieces Guards, Gold Nosepads\", \"asin\": \"B0DPMQWMST\", \"price\": \"$6.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Only 6 left in stock - order soon.\"},\n{\"title\": \"Replacement Nose Pads for Ray-Ban Aviator RB3025 RB3016 Sunglasses Repair Kits,Bonus Sunglasses Cloth (Silver)\", \"asin\": \"B07PR94FL9\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"6 Pairs Replacement Nose Pads for Ray-Ban RB3526 RB3549 RB3663 RB3584 RB4071 RB6331 RB6335 RB6336 RB6363 RB8415 Push-in Plug-in Style Eyeglasses, Gold Nosepads\", \"asin\": \"B0DPMP3ZZP\", \"price\": \"$6.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 15 left in stock - order soon.\"},\n{\"title\": \"5 Pairs Upgraded 13mm Soft Silicone Replacement Nose Pieces for Ray-Ban RB3604 RB3534 RB3523 RB3536 RB3549 RB3584 RB3526 RB3538 RB3558 RB3660 RB3530 Sunglass, Anti-Slip, Plug-in Nose Pads\", \"asin\": \"B0CHW7K1WM\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Seek Optics Replacement Nose Pads for Ray-Ban RB5154 49mm - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear\", \"asin\": \"B0D1824SNC\", \"price\": \"$11.99\", \"delivery\": \"$3.99 delivery Tue, Apr 15 Or fastest delivery Apr 10 - 14\"},\n{\"title\": \"6 Pairs Replacement Nose Pads for Ray-Ban RB3025 Aviator Sunglasses Clip-on Style Nose Pieces Guards for RB Glasses Frames (16mm, Gold)\", \"asin\": \"B0C9FNLFW6\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Eyeglass Nose Pads, Soft Silicone Glasses Nose Pad for Ray-Ban RB3604/RB7140/RB4071/RB3584/RB3614/RB6336/RB3523/RB3539/RB3540/RB3558/RB3545/RB3609/RB3595/RB8052-61mm/RB8054-59mm Sunglasses\", \"asin\": \"B0CHVPQRT7\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Clear Soft Silicone Replacement Nose Pads for Ray-Ban Aviator RB3025/RB3026/RB3030/RB3211/RB3362/RB3445/RB4175\", \"asin\": \"B0CFFDLKDB\", \"price\": \"$6.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"8 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB6335 RB3549 RB4071 RB6336 RB7140 RB8415 RB3604 RB3523 RB6336 RB3534 RB3526 RB3558 RB3530 RB8052 RB8054 Sunglasses | Eyeglasses - Silver\", \"asin\": \"B0DJ8WYZW4\", \"price\": \"$7.98\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members\"},\n{\"title\": \"6 Pairs Nose Pads Replacement for Ray-Ban RB6331 RB6336 RB3549 RB3663 RB3666 RB3708 RB4071 RB7140 RB8415 Sunglasses, Plug in Nose Pieces Guards for RB Glasses Frames\", \"asin\": \"B0D8VRFSC3\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"6 Pairs Replacement Nose Pads for Ray-Ban RB7140 RB8415 RB3523 RB3539 RB3588 RB3697 RB3659M RB3666 RB3721 RB3594 RB4263 RB6331 RB8054 Plug in Nose Pieces Guards, Gold Nosepads\", \"asin\": \"B0DPMPF1SG\", \"price\": \"$6.49\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members Only 4 left in stock - order soon.\"},\n{\"title\": \"6 Pairs Replacement Nose Pads for Ray-Ban RB3044 RB3498 RB3522 RB3543 RB3547 RB3625 RB3647 RB3648M RB3672 RB3689 RB3691 RB3716 RB4175 RB4190 RB8313 Clip-on Mount Type Eyeglasses, Clear Nosepieces\", \"asin\": \"B0DPMLY2DZ\", \"price\": \"$6.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Only 9 left in stock - order soon.\"},\n{\"title\": \"Replacement Nose Pads for RayBan RB3025 RB3447Glasses Repair Kit. (14mm,Silver)\", \"asin\": \"B0CH2SYD7N\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Compatible/Replacement for Ray-Ban RB3025,RB3026 RB3447 Aviator Sunglasse Temple Arms Nose Pads Temple Tips if Applicable (Gold)\", \"asin\": \"B07PQ7S3RB\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Fri, Apr 11\"},\n{\"title\": \"Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Black Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm\", \"asin\": \"B0DK7PHXXC\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Eyeglass Replacement Nose Pads, Anti Slip Plug in Sunglasses Nose Piece,Glasses Nose Guard for RB6335 RB3549 RB4071 RB6336\", \"asin\": \"B0D62GX386\", \"price\": \"$4.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 8 left in stock - order soon.\"},\n{\"title\": \"Seek Optics Replacement Nose Pads for Ray-Ban RB3016 51mm Clubmaster - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear\", \"asin\": \"B0D17Y3LHV\", \"price\": \"$11.99\", \"delivery\": \"$3.99 delivery Mon, Apr 14\"},\n{\"title\": \"6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB3604 RB3523 RB6336 RB7140 RB3534 RB3549 RB4071 RB8415 RB3526 RB3538 RB3558 RB3660 RB3530 RB8052 RB8054 Sunglasses | Eyeglasses\", \"asin\": \"B0DC6K8ZWB\", \"price\": \"$6.48\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Eyeglasses Nose Pads, TEKPREM Glasses Nose Pads Replacement Repair Tools Kit with 5 Pairs of Air Chamber Silicone Nose Pads,Screws,Screwdrivers,Tweezer and Cleaning Cloth for Glasses and Sunglasses\", \"asin\": \"B091FKTCN8\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Seek Optics Replacement Nose Pads for Ray-Ban RB5154 51mm - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear\", \"asin\": \"B0D17ZDSF7\", \"price\": \"$11.99\", \"delivery\": \"$3.99 delivery Mon, Apr 14\"},\n{\"title\": \"Nose Pads Replacement for Certain RB Frames |Soft, Comfortable, Durable, and Non Slipping Nose Pads | PVC | Gold Color | 1 Pair | by SPORTS WORLD VISION\", \"asin\": \"B07CRJYJVM\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Seek Optics Replacement Nose Pads for Ray-Ban RB3588 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear\", \"asin\": \"B0D181CTD6\", \"price\": \"$11.99\", \"delivery\": \"$3.99 delivery Apr 14 - 15\"},\n{\"title\": \"6 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass\", \"asin\": \"B0D1TYWT6Q\", \"price\": \"$6.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"6 Pairs Eyeglass Nose Pads, Replacement Nose Pads for RayBan Aviator RB3025 3026, RB3030, RB3211, RB3362, RB3625, Sunglasses Clip-on Nose Pads for Glasses Comfort Soft Cushion(Gold)\", \"asin\": \"B0CN69LBM1\", \"price\": \"$4.69\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"Seek Optics Replacement Nose Pads for Ray-Ban RB4264 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear\", \"asin\": \"B0D17ZG7VV\", \"price\": \"$11.99\", \"delivery\": \"$3.99 delivery Mon, Apr 14\"},\n{\"title\": \"Push in Glasses Nose Pads,5 Pairs Eyeglasses Replacement Nose Piece,Oval Soft Silicone Nose Guards Anti-Slip Eye Pads(Clear,14mm)\", \"asin\": \"B088P3H48Z\", \"price\": \"$4.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"30 Pairs Replacement Nose Pads Clear Nose Pieces for Ray-Ban Aviator RB3025/Aviator RB3044/RB3261/RB3445/RB3483/RB3506/RB3519/RB3516/RB3293/RB3267/RB3362/RB3026/RB3490 Sunglass\", \"asin\": \"B0CHVRBVYM\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB3604 RB3523 RB6336 RB7140 RB3534 RB3549 RB4071 Sunglasses\", \"asin\": \"B0CF1Y9SY4\", \"price\": \"$6.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pairs Ultra Soft Silicone Eyeglass Nose Pads for Ray-Ban RB3025/Aviator RB3044 52mm/Caravan RB3136 58mm/RB1969, Clip-on Anti-Slip Glasses Nose Piece Replacement Kit Clear\", \"asin\": \"B0CQNZ1HLW\", \"price\": \"$11.09\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB4264 RB3534 RB3549 RB3584 RB3614 B3526 RB3549 RB3663 RB3584 RB4071 RB6331 RB8415 RB6335 RB3549 RB4071 RB6336 Sunglasses\", \"asin\": \"B0DK8V5R1Y\", \"price\": \"$6.48\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Eyeglass Nose Pads 4 Pair of Replacement Square Premium Grade Soft Silicone - Rectangle Shaped Slide/Push-in Nose Pads\", \"asin\": \"B09FFY6QKG\", \"price\": \"$5.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"PTSLKHN Screw-in Eyeglass Nose Pads, Glasses Nose Pads Replacement Kit, 12 Pairs of Soft Silicone Nose Pads for Eye Glasses, Sunglasses and Presbyopes\", \"asin\": \"B0D2CF5W8V\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T20:39:51.377Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "ray ban replacement nose pads"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$34.44", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"search_results": [{"title": "5 Pairs Replacement Nose Pads for RayBan RB3549, RB4071, RB6336, RB7140, RB8415 and More Plug in Eyeglasses, Sunglasses Models - Gold", "asin": "B0B7X6QLG2", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Nose Pads for Ray Ban RB6335 RB6363 RB4071 RB6336 RB6375 Sunglasses/Eyeglasses Repair Kit Nose Pads (5 Pairs Golden)", "asin": "B0D294DTN1", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0CFFL1Z6H", "price": "$5.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Soft Silicone Replacement Nose Pads for RayBan\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)", "asin": "B0D812S5KZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Push-in Nose Pads for RayBan RB6335 RB3549 RB4071 RB6336 RB7140 RB8415 Sunglasses Eyglasses Repair-Kits (Silver)", "asin": "B07W8ZNYW4", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads, Replacement Nose Pads for Ray Ban Clip-on Soft Nose Pads Sunglasses Repair Kits for RayBan Aviator RB3025 3026 RB3030 RB3211 RB3362 RB3625 (Gold+Silver)", "asin": "B0CB7G4W9J", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)", "asin": "B07PQ5ZZCZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Push-in Nose Pads for RayBan RB6335 RB3549 RB4071 RB6336 RB7140 RB8415 Sunglasses Eyglasses Repair-Kits (Gold)", "asin": "B07W6STB3X", "price": "$7.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Sunglass Nose Pads,5 Pairs Replacement Glasses Nose Pieces Fit for Model RB3549,RB4071,RB6336,RB7140,RB8415 and More Eyeglasses,Sunglasses Frames(Silver)", "asin": "B0D257766V", "price": "$5.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses", "asin": "B0BVM3N7BK", "price": "$6.48", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Soft Silicone Replacement Nose Pads for Ray-Ban RB3604/RB3523/RB3534/RB3549/RB3584/RB3614/RB3526/RB3538/RB3558", "asin": "B0CFFBP85G", "price": "$5.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "BEHLINE Soft Silicone Eyeglasses Nose Pads,Anti-Slip Sunglasses Nose Pieces,Plug-in Glasses Nose Rest Repair Kit(Clear,16mm)", "asin": "B09T96D1FH", "price": "$5.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Compatible with Ray-Ban Meta Wayfarer Eyeglass Nose Pad, 8 Pairs Soft Silicone Nose Pads, Anti Slip Replacement Nose Pads", "asin": "B0DZWWVM9K", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden", "asin": "B0D2DHHGVV", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "2 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0D7CC666K", "price": "$3.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Sunglasses Nose Pads Replacement Kit for Ray-Ban, PTSLKHN Upgraded Eyeglasses Nose Pad, 5 Pairs of Sun Glasses Nose Pads", "asin": "B0CZRJ6B4T", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3526 RB3527 RB3549 RB3574 RB3584 RB3595 RB3673M RB4071 RB4264 RB6335 RB6336, RB Glasses Plug in Nose Pieces Guards, Gold Nosepads", "asin": "B0DPMQWMST", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Only 6 left in stock - order soon."},
{"title": "Replacement Nose Pads for Ray-Ban Aviator RB3025 RB3016 Sunglasses Repair Kits,Bonus Sunglasses Cloth (Silver)", "asin": "B07PR94FL9", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3526 RB3549 RB3663 RB3584 RB4071 RB6331 RB6335 RB6336 RB6363 RB8415 Push-in Plug-in Style Eyeglasses, Gold Nosepads", "asin": "B0DPMP3ZZP", "price": "$6.49", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 15 left in stock - order soon."},
{"title": "5 Pairs Upgraded 13mm Soft Silicone Replacement Nose Pieces for Ray-Ban RB3604 RB3534 RB3523 RB3536 RB3549 RB3584 RB3526 RB3538 RB3558 RB3660 RB3530 Sunglass, Anti-Slip, Plug-in Nose Pads", "asin": "B0CHW7K1WM", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB5154 49mm - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D1824SNC", "price": "$11.99", "delivery": "$3.99 delivery Tue, Apr 15 Or fastest delivery Apr 10 - 14"},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3025 Aviator Sunglasses Clip-on Style Nose Pieces Guards for RB Glasses Frames (16mm, Gold)", "asin": "B0C9FNLFW6", "price": "$7.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Eyeglass Nose Pads, Soft Silicone Glasses Nose Pad for Ray-Ban RB3604/RB7140/RB4071/RB3584/RB3614/RB6336/RB3523/RB3539/RB3540/RB3558/RB3545/RB3609/RB3595/RB8052-61mm/RB8054-59mm Sunglasses", "asin": "B0CHVPQRT7", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Clear Soft Silicone Replacement Nose Pads for Ray-Ban Aviator RB3025/RB3026/RB3030/RB3211/RB3362/RB3445/RB4175", "asin": "B0CFFDLKDB", "price": "$6.49", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "8 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB6335 RB3549 RB4071 RB6336 RB7140 RB8415 RB3604 RB3523 RB6336 RB3534 RB3526 RB3558 RB3530 RB8052 RB8054 Sunglasses | Eyeglasses - Silver", "asin": "B0DJ8WYZW4", "price": "$7.98", "delivery": "FREE delivery Mon, Apr 14 for Prime members"},
{"title": "6 Pairs Nose Pads Replacement for Ray-Ban RB6331 RB6336 RB3549 RB3663 RB3666 RB3708 RB4071 RB7140 RB8415 Sunglasses, Plug in Nose Pieces Guards for RB Glasses Frames", "asin": "B0D8VRFSC3", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB7140 RB8415 RB3523 RB3539 RB3588 RB3697 RB3659M RB3666 RB3721 RB3594 RB4263 RB6331 RB8054 Plug in Nose Pieces Guards, Gold Nosepads", "asin": "B0DPMPF1SG", "price": "$6.49", "delivery": "FREE delivery Mon, Apr 14 for Prime members Only 4 left in stock - order soon."},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3044 RB3498 RB3522 RB3543 RB3547 RB3625 RB3647 RB3648M RB3672 RB3689 RB3691 RB3716 RB4175 RB4190 RB8313 Clip-on Mount Type Eyeglasses, Clear Nosepieces", "asin": "B0DPMLY2DZ", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Only 9 left in stock - order soon."},
{"title": "Replacement Nose Pads for RayBan RB3025 RB3447Glasses Repair Kit. (14mm,Silver)", "asin": "B0CH2SYD7N", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Compatible/Replacement for Ray-Ban RB3025,RB3026 RB3447 Aviator Sunglasse Temple Arms Nose Pads Temple Tips if Applicable (Gold)", "asin": "B07PQ7S3RB", "price": "$19.99", "delivery": "FREE delivery Fri, Apr 11"},
{"title": "Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Black Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm", "asin": "B0DK7PHXXC", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Eyeglass Replacement Nose Pads, Anti Slip Plug in Sunglasses Nose Piece,Glasses Nose Guard for RB6335 RB3549 RB4071 RB6336", "asin": "B0D62GX386", "price": "$4.95", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 8 left in stock - order soon."},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB3016 51mm Clubmaster - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D17Y3LHV", "price": "$11.99", "delivery": "$3.99 delivery Mon, Apr 14"},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB3604 RB3523 RB6336 RB7140 RB3534 RB3549 RB4071 RB8415 RB3526 RB3538 RB3558 RB3660 RB3530 RB8052 RB8054 Sunglasses | Eyeglasses", "asin": "B0DC6K8ZWB", "price": "$6.48", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Eyeglasses Nose Pads, TEKPREM Glasses Nose Pads Replacement Repair Tools Kit with 5 Pairs of Air Chamber Silicone Nose Pads,Screws,Screwdrivers,Tweezer and Cleaning Cloth for Glasses and Sunglasses", "asin": "B091FKTCN8", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB5154 51mm - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D17ZDSF7", "price": "$11.99", "delivery": "$3.99 delivery Mon, Apr 14"},
{"title": "Nose Pads Replacement for Certain RB Frames |Soft, Comfortable, Durable, and Non Slipping Nose Pads | PVC | Gold Color | 1 Pair | by SPORTS WORLD VISION", "asin": "B07CRJYJVM", "price": "$6.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB3588 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D181CTD6", "price": "$11.99", "delivery": "$3.99 delivery Apr 14 - 15"},
{"title": "6 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0D1TYWT6Q", "price": "$6.49", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "6 Pairs Eyeglass Nose Pads, Replacement Nose Pads for RayBan Aviator RB3025 3026, RB3030, RB3211, RB3362, RB3625, Sunglasses Clip-on Nose Pads for Glasses Comfort Soft Cushion(Gold)", "asin": "B0CN69LBM1", "price": "$4.69", "delivery": "FREE delivery Sat, Apr 12 for Prime members Only 1 left in stock - order soon."},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB4264 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D17ZG7VV", "price": "$11.99", "delivery": "$3.99 delivery Mon, Apr 14"},
{"title": "Push in Glasses Nose Pads,5 Pairs Eyeglasses Replacement Nose Piece,Oval Soft Silicone Nose Guards Anti-Slip Eye Pads(Clear,14mm)", "asin": "B088P3H48Z", "price": "$4.19", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "30 Pairs Replacement Nose Pads Clear Nose Pieces for Ray-Ban Aviator RB3025/Aviator RB3044/RB3261/RB3445/RB3483/RB3506/RB3519/RB3516/RB3293/RB3267/RB3362/RB3026/RB3490 Sunglass", "asin": "B0CHVRBVYM", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB3604 RB3523 RB6336 RB7140 RB3534 RB3549 RB4071 Sunglasses", "asin": "B0CF1Y9SY4", "price": "$6.48", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Ultra Soft Silicone Eyeglass Nose Pads for Ray-Ban RB3025/Aviator RB3044 52mm/Caravan RB3136 58mm/RB1969, Clip-on Anti-Slip Glasses Nose Piece Replacement Kit Clear", "asin": "B0CQNZ1HLW", "price": "$11.09", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB4264 RB3534 RB3549 RB3584 RB3614 B3526 RB3549 RB3663 RB3584 RB4071 RB6331 RB8415 RB6335 RB3549 RB4071 RB6336 Sunglasses", "asin": "B0DK8V5R1Y", "price": "$6.48", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Eyeglass Nose Pads 4 Pair of Replacement Square Premium Grade Soft Silicone - Rectangle Shaped Slide/Push-in Nose Pads", "asin": "B09FFY6QKG", "price": "$5.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "PTSLKHN Screw-in Eyeglass Nose Pads, Glasses Nose Pads Replacement Kit, 12 Pairs of Soft Silicone Nose Pads for Eye Glasses, Sunglasses and Presbyopes", "asin": "B0D2CF5W8V", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T20:39:51.377Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-07T20:39:51.377Z
|
click
|
search
|
rule
|
2025-04-07T20:39:51.377Z
|
click
|
search
|
train
| 316 |
2025-04-07T20:39:51.377Z
|
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": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "ray ban replacement nose pads"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$34.44", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"search_results": [{"title": "5 Pairs Replacement Nose Pads for RayBan RB3549, RB4071, RB6336, RB7140, RB8415 and More Plug in Eyeglasses, Sunglasses Models - Gold", "asin": "B0B7X6QLG2", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Nose Pads for Ray Ban RB6335 RB6363 RB4071 RB6336 RB6375 Sunglasses/Eyeglasses Repair Kit Nose Pads (5 Pairs Golden)", "asin": "B0D294DTN1", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0CFFL1Z6H", "price": "$5.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Soft Silicone Replacement Nose Pads for RayBan\uff0cPlug in/Push in Model Ray Ban Sunglasses Nose Pad Replacement, Eye Glasses Nose Pads Non Slip(Sliver, 16mm)", "asin": "B0D812S5KZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Push-in Nose Pads for RayBan RB6335 RB3549 RB4071 RB6336 RB7140 RB8415 Sunglasses Eyglasses Repair-Kits (Silver)", "asin": "B07W8ZNYW4", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads, Replacement Nose Pads for Ray Ban Clip-on Soft Nose Pads Sunglasses Repair Kits for RayBan Aviator RB3025 3026 RB3030 RB3211 RB3362 RB3625 (Gold+Silver)", "asin": "B0CB7G4W9J", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)", "asin": "B07PQ5ZZCZ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Replacement Push-in Nose Pads for RayBan RB6335 RB3549 RB4071 RB6336 RB7140 RB8415 Sunglasses Eyglasses Repair-Kits (Gold)", "asin": "B07W6STB3X", "price": "$7.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Sunglass Nose Pads,5 Pairs Replacement Glasses Nose Pieces Fit for Model RB3549,RB4071,RB6336,RB7140,RB8415 and More Eyeglasses,Sunglasses Frames(Silver)", "asin": "B0D257766V", "price": "$5.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 Sunglasses", "asin": "B0BVM3N7BK", "price": "$6.48", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Soft Silicone Replacement Nose Pads for Ray-Ban RB3604/RB3523/RB3534/RB3549/RB3584/RB3614/RB3526/RB3538/RB3558", "asin": "B0CFFBP85G", "price": "$5.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "BEHLINE Soft Silicone Eyeglasses Nose Pads,Anti-Slip Sunglasses Nose Pieces,Plug-in Glasses Nose Rest Repair Kit(Clear,16mm)", "asin": "B09T96D1FH", "price": "$5.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Compatible with Ray-Ban Meta Wayfarer Eyeglass Nose Pad, 8 Pairs Soft Silicone Nose Pads, Anti Slip Replacement Nose Pads", "asin": "B0DZWWVM9K", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "16mm Clip-on Replacement Nose Pads for RayBAN Aviator RB3025 3026 Sunglasses Repair Kits,golden", "asin": "B0D2DHHGVV", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "2 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0D7CC666K", "price": "$3.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Sunglasses Nose Pads Replacement Kit for Ray-Ban, PTSLKHN Upgraded Eyeglasses Nose Pad, 5 Pairs of Sun Glasses Nose Pads", "asin": "B0CZRJ6B4T", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3526 RB3527 RB3549 RB3574 RB3584 RB3595 RB3673M RB4071 RB4264 RB6335 RB6336, RB Glasses Plug in Nose Pieces Guards, Gold Nosepads", "asin": "B0DPMQWMST", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Only 6 left in stock - order soon."},
{"title": "Replacement Nose Pads for Ray-Ban Aviator RB3025 RB3016 Sunglasses Repair Kits,Bonus Sunglasses Cloth (Silver)", "asin": "B07PR94FL9", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3526 RB3549 RB3663 RB3584 RB4071 RB6331 RB6335 RB6336 RB6363 RB8415 Push-in Plug-in Style Eyeglasses, Gold Nosepads", "asin": "B0DPMP3ZZP", "price": "$6.49", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 15 left in stock - order soon."},
{"title": "5 Pairs Upgraded 13mm Soft Silicone Replacement Nose Pieces for Ray-Ban RB3604 RB3534 RB3523 RB3536 RB3549 RB3584 RB3526 RB3538 RB3558 RB3660 RB3530 Sunglass, Anti-Slip, Plug-in Nose Pads", "asin": "B0CHW7K1WM", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB5154 49mm - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D1824SNC", "price": "$11.99", "delivery": "$3.99 delivery Tue, Apr 15 Or fastest delivery Apr 10 - 14"},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3025 Aviator Sunglasses Clip-on Style Nose Pieces Guards for RB Glasses Frames (16mm, Gold)", "asin": "B0C9FNLFW6", "price": "$7.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Eyeglass Nose Pads, Soft Silicone Glasses Nose Pad for Ray-Ban RB3604/RB7140/RB4071/RB3584/RB3614/RB6336/RB3523/RB3539/RB3540/RB3558/RB3545/RB3609/RB3595/RB8052-61mm/RB8054-59mm Sunglasses", "asin": "B0CHVPQRT7", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Clear Soft Silicone Replacement Nose Pads for Ray-Ban Aviator RB3025/RB3026/RB3030/RB3211/RB3362/RB3445/RB4175", "asin": "B0CFFDLKDB", "price": "$6.49", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "8 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB6335 RB3549 RB4071 RB6336 RB7140 RB8415 RB3604 RB3523 RB6336 RB3534 RB3526 RB3558 RB3530 RB8052 RB8054 Sunglasses | Eyeglasses - Silver", "asin": "B0DJ8WYZW4", "price": "$7.98", "delivery": "FREE delivery Mon, Apr 14 for Prime members"},
{"title": "6 Pairs Nose Pads Replacement for Ray-Ban RB6331 RB6336 RB3549 RB3663 RB3666 RB3708 RB4071 RB7140 RB8415 Sunglasses, Plug in Nose Pieces Guards for RB Glasses Frames", "asin": "B0D8VRFSC3", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB7140 RB8415 RB3523 RB3539 RB3588 RB3697 RB3659M RB3666 RB3721 RB3594 RB4263 RB6331 RB8054 Plug in Nose Pieces Guards, Gold Nosepads", "asin": "B0DPMPF1SG", "price": "$6.49", "delivery": "FREE delivery Mon, Apr 14 for Prime members Only 4 left in stock - order soon."},
{"title": "6 Pairs Replacement Nose Pads for Ray-Ban RB3044 RB3498 RB3522 RB3543 RB3547 RB3625 RB3647 RB3648M RB3672 RB3689 RB3691 RB3716 RB4175 RB4190 RB8313 Clip-on Mount Type Eyeglasses, Clear Nosepieces", "asin": "B0DPMLY2DZ", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Only 9 left in stock - order soon."},
{"title": "Replacement Nose Pads for RayBan RB3025 RB3447Glasses Repair Kit. (14mm,Silver)", "asin": "B0CH2SYD7N", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Compatible/Replacement for Ray-Ban RB3025,RB3026 RB3447 Aviator Sunglasse Temple Arms Nose Pads Temple Tips if Applicable (Gold)", "asin": "B07PQ7S3RB", "price": "$19.99", "delivery": "FREE delivery Fri, Apr 11"},
{"title": "Setex Gecko Grip Nano 0.6mm Anti Slip Eyeglass Nose Pads, (5 Black Pair), Smallest and Thinnest Available, USA Made, 2000 Innovative Microstructured Fibers per Pad, 0.6mm x 6mm x 11mm", "asin": "B0DK7PHXXC", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Eyeglass Replacement Nose Pads, Anti Slip Plug in Sunglasses Nose Piece,Glasses Nose Guard for RB6335 RB3549 RB4071 RB6336", "asin": "B0D62GX386", "price": "$4.95", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 8 left in stock - order soon."},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB3016 51mm Clubmaster - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D17Y3LHV", "price": "$11.99", "delivery": "$3.99 delivery Mon, Apr 14"},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB3604 RB3523 RB6336 RB7140 RB3534 RB3549 RB4071 RB8415 RB3526 RB3538 RB3558 RB3660 RB3530 RB8052 RB8054 Sunglasses | Eyeglasses", "asin": "B0DC6K8ZWB", "price": "$6.48", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Eyeglasses Nose Pads, TEKPREM Glasses Nose Pads Replacement Repair Tools Kit with 5 Pairs of Air Chamber Silicone Nose Pads,Screws,Screwdrivers,Tweezer and Cleaning Cloth for Glasses and Sunglasses", "asin": "B091FKTCN8", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB5154 51mm - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D17ZDSF7", "price": "$11.99", "delivery": "$3.99 delivery Mon, Apr 14"},
{"title": "Nose Pads Replacement for Certain RB Frames |Soft, Comfortable, Durable, and Non Slipping Nose Pads | PVC | Gold Color | 1 Pair | by SPORTS WORLD VISION", "asin": "B07CRJYJVM", "price": "$6.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB3588 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D181CTD6", "price": "$11.99", "delivery": "$3.99 delivery Apr 14 - 15"},
{"title": "6 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 Sunglass", "asin": "B0D1TYWT6Q", "price": "$6.49", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "6 Pairs Eyeglass Nose Pads, Replacement Nose Pads for RayBan Aviator RB3025 3026, RB3030, RB3211, RB3362, RB3625, Sunglasses Clip-on Nose Pads for Glasses Comfort Soft Cushion(Gold)", "asin": "B0CN69LBM1", "price": "$4.69", "delivery": "FREE delivery Sat, Apr 12 for Prime members Only 1 left in stock - order soon."},
{"title": "Seek Optics Replacement Nose Pads for Ray-Ban RB4264 - Comfortable Technology to Replace a Broken or Missing Nose Pad in Existing Frames Clear", "asin": "B0D17ZG7VV", "price": "$11.99", "delivery": "$3.99 delivery Mon, Apr 14"},
{"title": "Push in Glasses Nose Pads,5 Pairs Eyeglasses Replacement Nose Piece,Oval Soft Silicone Nose Guards Anti-Slip Eye Pads(Clear,14mm)", "asin": "B088P3H48Z", "price": "$4.19", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "30 Pairs Replacement Nose Pads Clear Nose Pieces for Ray-Ban Aviator RB3025/Aviator RB3044/RB3261/RB3445/RB3483/RB3506/RB3519/RB3516/RB3293/RB3267/RB3362/RB3026/RB3490 Sunglass", "asin": "B0CHVRBVYM", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB3604 RB3523 RB6336 RB7140 RB3534 RB3549 RB4071 Sunglasses", "asin": "B0CF1Y9SY4", "price": "$6.48", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pairs Ultra Soft Silicone Eyeglass Nose Pads for Ray-Ban RB3025/Aviator RB3044 52mm/Caravan RB3136 58mm/RB1969, Clip-on Anti-Slip Glasses Nose Piece Replacement Kit Clear", "asin": "B0CQNZ1HLW", "price": "$11.09", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban RB4264 RB3534 RB3549 RB3584 RB3614 B3526 RB3549 RB3663 RB3584 RB4071 RB6331 RB8415 RB6335 RB3549 RB4071 RB6336 Sunglasses", "asin": "B0DK8V5R1Y", "price": "$6.48", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Eyeglass Nose Pads 4 Pair of Replacement Square Premium Grade Soft Silicone - Rectangle Shaped Slide/Push-in Nose Pads", "asin": "B09FFY6QKG", "price": "$5.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "PTSLKHN Screw-in Eyeglass Nose Pads, Glasses Nose Pads Replacement Kit, 12 Pairs of Soft Silicone Nose Pads for Eye Glasses, Sunglasses and Presbyopes", "asin": "B0D2CF5W8V", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T20:39:51.377Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"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\": \"ray ban replacement nose pads\"}],\n\"cart_items\": [{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$34.44\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)\"},\n{\"price\": \"$7.99\"},\n{\"bullet_list\": \"Easily replaces damages nose pad without the need for any tools ,Repacement nose pads for Ray ban ;High quality materail replacement nose pads for Ray Ban Sunglasses! Extremely durable and super affordable. Comfort: These nose pads make glasses feel great, sit better, keep your glasses comfortably in place. Prevent eyeglasses from slipping when sweating. Made of soft silicone, comfortable, safe, non-toxic, and not easy to turn yellow and hard. Replacement ray ban nose pads used in basic eyeglass repair are available at modest cost and keep your glasses hygienic and comfortable regardless. Fits models RB3025, RB3026, RB3030, RB3211, RB3362,RB3548,RB3447, PACK INCLUDE:1 pair nose pads;1*Sunglasses cloth\"},\n{\"asin\": \"B07PQ5ZZCZ\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Auzky 5 Pairs Replacement Nose Pads for RayBan RB3549, RB4071, RB6336, RB7140, RB8415 and More Eyeglasses, Sunglasses Models (Silver)\", \"asin\": \"B0B7L2LXQW\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"HILEEN 6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 | RB3445 | RB4175 | RB3183 | RB3625 | RB3016 | RB3267 | RB3136 Sunglasses - Clear Color\", \"asin\": \"B0BVM3N7BK\", \"price\": \"$6.48\", \"quantity\": \"\"},\n{\"title\": \"HiCycle2 16mm Clip-on Replacement 2PCS Nose Pads for RayBAN Aviator RB3025 RB3016 RB3447 Sunglasses Repair Kits.(golden)\", \"asin\": \"B0D2DHHGVV\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 RB3558 RB3660 RB3530 RB4071 RB6336 RB7140 RB8415 Sunglass - Silver\", \"asin\": \"B0CFFL1Z6H\", \"price\": \"$5.98\", \"quantity\": \"\"},\n{\"title\": \"Upgrade Version Magnetic Eye Glass Repairing Kit, Eyeglass Repair Tool Kit with Compact Screw Box Include Nose Pads, Precision Screwdriver Set, Screws, Tweezer for Eyeglass, Sunglass, Spectacles Watch\", \"asin\": \"B095SDNYNZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Compatible/Replacement for Ray-Ban aviator RB3025 RB3016 RB3030 Sunglasses Temple Arms Nose Pads Tips with screw screwdriver (golden temple&black tips)\", \"asin\": \"B0DSF3KNK4\", \"price\": \"$21.59\", \"quantity\": \"\"},\n{\"title\": \"Mr.ZzjOOj Eyeglasses Nose Pads, Upgraded Soft Silicone Air Chamber Eyeglass Nose Pads, 6 Pairs of Screw-in 15mm Glasses Nose Pad Set with Screws and Micro Screwdriver\", \"asin\": \"B07VH4DKY5\", \"price\": \"$5.99\", \"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\": \"2025-04-07T20:46:45.160Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "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": "ray ban replacement nose pads"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$34.44", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)"},
{"price": "$7.99"},
{"bullet_list": "Easily replaces damages nose pad without the need for any tools ,Repacement nose pads for Ray ban ;High quality materail replacement nose pads for Ray Ban Sunglasses! Extremely durable and super affordable. Comfort: These nose pads make glasses feel great, sit better, keep your glasses comfortably in place. Prevent eyeglasses from slipping when sweating. Made of soft silicone, comfortable, safe, non-toxic, and not easy to turn yellow and hard. Replacement ray ban nose pads used in basic eyeglass repair are available at modest cost and keep your glasses hygienic and comfortable regardless. Fits models RB3025, RB3026, RB3030, RB3211, RB3362,RB3548,RB3447, PACK INCLUDE:1 pair nose pads;1*Sunglasses cloth"},
{"asin": "B07PQ5ZZCZ"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Auzky 5 Pairs Replacement Nose Pads for RayBan RB3549, RB4071, RB6336, RB7140, RB8415 and More Eyeglasses, Sunglasses Models (Silver)", "asin": "B0B7L2LXQW", "price": "$8.99", "quantity": ""},
{"title": "HILEEN 6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 | RB3445 | RB4175 | RB3183 | RB3625 | RB3016 | RB3267 | RB3136 Sunglasses - Clear Color", "asin": "B0BVM3N7BK", "price": "$6.48", "quantity": ""},
{"title": "HiCycle2 16mm Clip-on Replacement 2PCS Nose Pads for RayBAN Aviator RB3025 RB3016 RB3447 Sunglasses Repair Kits.(golden)", "asin": "B0D2DHHGVV", "price": "$8.99", "quantity": ""},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 RB3558 RB3660 RB3530 RB4071 RB6336 RB7140 RB8415 Sunglass - Silver", "asin": "B0CFFL1Z6H", "price": "$5.98", "quantity": ""},
{"title": "Upgrade Version Magnetic Eye Glass Repairing Kit, Eyeglass Repair Tool Kit with Compact Screw Box Include Nose Pads, Precision Screwdriver Set, Screws, Tweezer for Eyeglass, Sunglass, Spectacles Watch", "asin": "B095SDNYNZ", "price": "$9.99", "quantity": ""},
{"title": "Compatible/Replacement for Ray-Ban aviator RB3025 RB3016 RB3030 Sunglasses Temple Arms Nose Pads Tips with screw screwdriver (golden temple&black tips)", "asin": "B0DSF3KNK4", "price": "$21.59", "quantity": ""},
{"title": "Mr.ZzjOOj Eyeglasses Nose Pads, Upgraded Soft Silicone Air Chamber Eyeglass Nose Pads, 6 Pairs of Screw-in 15mm Glasses Nose Pad Set with Screws and Micro Screwdriver", "asin": "B07VH4DKY5", "price": "$5.99", "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": "2025-04-07T20:46:45.160Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-07T20:46:45.160Z
|
click
|
search
|
rule
|
2025-04-07T20:46:45.160Z
|
click
|
search
|
train
| 317 |
2025-04-07T20:46:45.160Z
|
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": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "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": "ray ban replacement nose pads"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$34.44", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)"},
{"price": "$7.99"},
{"bullet_list": "Easily replaces damages nose pad without the need for any tools ,Repacement nose pads for Ray ban ;High quality materail replacement nose pads for Ray Ban Sunglasses! Extremely durable and super affordable. Comfort: These nose pads make glasses feel great, sit better, keep your glasses comfortably in place. Prevent eyeglasses from slipping when sweating. Made of soft silicone, comfortable, safe, non-toxic, and not easy to turn yellow and hard. Replacement ray ban nose pads used in basic eyeglass repair are available at modest cost and keep your glasses hygienic and comfortable regardless. Fits models RB3025, RB3026, RB3030, RB3211, RB3362,RB3548,RB3447, PACK INCLUDE:1 pair nose pads;1*Sunglasses cloth"},
{"asin": "B07PQ5ZZCZ"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Auzky 5 Pairs Replacement Nose Pads for RayBan RB3549, RB4071, RB6336, RB7140, RB8415 and More Eyeglasses, Sunglasses Models (Silver)", "asin": "B0B7L2LXQW", "price": "$8.99", "quantity": ""},
{"title": "HILEEN 6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 | RB3445 | RB4175 | RB3183 | RB3625 | RB3016 | RB3267 | RB3136 Sunglasses - Clear Color", "asin": "B0BVM3N7BK", "price": "$6.48", "quantity": ""},
{"title": "HiCycle2 16mm Clip-on Replacement 2PCS Nose Pads for RayBAN Aviator RB3025 RB3016 RB3447 Sunglasses Repair Kits.(golden)", "asin": "B0D2DHHGVV", "price": "$8.99", "quantity": ""},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 RB3558 RB3660 RB3530 RB4071 RB6336 RB7140 RB8415 Sunglass - Silver", "asin": "B0CFFL1Z6H", "price": "$5.98", "quantity": ""},
{"title": "Upgrade Version Magnetic Eye Glass Repairing Kit, Eyeglass Repair Tool Kit with Compact Screw Box Include Nose Pads, Precision Screwdriver Set, Screws, Tweezer for Eyeglass, Sunglass, Spectacles Watch", "asin": "B095SDNYNZ", "price": "$9.99", "quantity": ""},
{"title": "Compatible/Replacement for Ray-Ban aviator RB3025 RB3016 RB3030 Sunglasses Temple Arms Nose Pads Tips with screw screwdriver (golden temple&black tips)", "asin": "B0DSF3KNK4", "price": "$21.59", "quantity": ""},
{"title": "Mr.ZzjOOj Eyeglasses Nose Pads, Upgraded Soft Silicone Air Chamber Eyeglass Nose Pads, 6 Pairs of Screw-in 15mm Glasses Nose Pad Set with Screws and Micro Screwdriver", "asin": "B07VH4DKY5", "price": "$5.99", "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": "2025-04-07T20:46:45.160Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"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\": \"U-Shaped Nose Pads for Adult Eyeglasses\"}],\n\"cart_items\": [{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$34.44\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)\"},\n{\"price\": \"$7.99\"},\n{\"bullet_list\": \"Easily replaces damages nose pad without the need for any tools ,Repacement nose pads for Ray ban ;High quality materail replacement nose pads for Ray Ban Sunglasses! Extremely durable and super affordable. Comfort: These nose pads make glasses feel great, sit better, keep your glasses comfortably in place. Prevent eyeglasses from slipping when sweating. Made of soft silicone, comfortable, safe, non-toxic, and not easy to turn yellow and hard. Replacement ray ban nose pads used in basic eyeglass repair are available at modest cost and keep your glasses hygienic and comfortable regardless. Fits models RB3025, RB3026, RB3030, RB3211, RB3362,RB3548,RB3447, PACK INCLUDE:1 pair nose pads;1*Sunglasses cloth\"},\n{\"asin\": \"B07PQ5ZZCZ\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Auzky 5 Pairs Replacement Nose Pads for RayBan RB3549, RB4071, RB6336, RB7140, RB8415 and More Eyeglasses, Sunglasses Models (Silver)\", \"asin\": \"B0B7L2LXQW\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"HILEEN 6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 | RB3445 | RB4175 | RB3183 | RB3625 | RB3016 | RB3267 | RB3136 Sunglasses - Clear Color\", \"asin\": \"B0BVM3N7BK\", \"price\": \"$6.48\", \"quantity\": \"\"},\n{\"title\": \"HiCycle2 16mm Clip-on Replacement 2PCS Nose Pads for RayBAN Aviator RB3025 RB3016 RB3447 Sunglasses Repair Kits.(golden)\", \"asin\": \"B0D2DHHGVV\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 RB3558 RB3660 RB3530 RB4071 RB6336 RB7140 RB8415 Sunglass - Silver\", \"asin\": \"B0CFFL1Z6H\", \"price\": \"$5.98\", \"quantity\": \"\"},\n{\"title\": \"Upgrade Version Magnetic Eye Glass Repairing Kit, Eyeglass Repair Tool Kit with Compact Screw Box Include Nose Pads, Precision Screwdriver Set, Screws, Tweezer for Eyeglass, Sunglass, Spectacles Watch\", \"asin\": \"B095SDNYNZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Compatible/Replacement for Ray-Ban aviator RB3025 RB3016 RB3030 Sunglasses Temple Arms Nose Pads Tips with screw screwdriver (golden temple&black tips)\", \"asin\": \"B0DSF3KNK4\", \"price\": \"$21.59\", \"quantity\": \"\"},\n{\"title\": \"Mr.ZzjOOj Eyeglasses Nose Pads, Upgraded Soft Silicone Air Chamber Eyeglass Nose Pads, 6 Pairs of Screw-in 15mm Glasses Nose Pad Set with Screws and Micro Screwdriver\", \"asin\": \"B07VH4DKY5\", \"price\": \"$5.99\", \"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\": \"2025-04-07T20:46:46.070Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "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": "U-Shaped Nose Pads for Adult Eyeglasses"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$34.44", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)"},
{"price": "$7.99"},
{"bullet_list": "Easily replaces damages nose pad without the need for any tools ,Repacement nose pads for Ray ban ;High quality materail replacement nose pads for Ray Ban Sunglasses! Extremely durable and super affordable. Comfort: These nose pads make glasses feel great, sit better, keep your glasses comfortably in place. Prevent eyeglasses from slipping when sweating. Made of soft silicone, comfortable, safe, non-toxic, and not easy to turn yellow and hard. Replacement ray ban nose pads used in basic eyeglass repair are available at modest cost and keep your glasses hygienic and comfortable regardless. Fits models RB3025, RB3026, RB3030, RB3211, RB3362,RB3548,RB3447, PACK INCLUDE:1 pair nose pads;1*Sunglasses cloth"},
{"asin": "B07PQ5ZZCZ"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Auzky 5 Pairs Replacement Nose Pads for RayBan RB3549, RB4071, RB6336, RB7140, RB8415 and More Eyeglasses, Sunglasses Models (Silver)", "asin": "B0B7L2LXQW", "price": "$8.99", "quantity": ""},
{"title": "HILEEN 6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 | RB3445 | RB4175 | RB3183 | RB3625 | RB3016 | RB3267 | RB3136 Sunglasses - Clear Color", "asin": "B0BVM3N7BK", "price": "$6.48", "quantity": ""},
{"title": "HiCycle2 16mm Clip-on Replacement 2PCS Nose Pads for RayBAN Aviator RB3025 RB3016 RB3447 Sunglasses Repair Kits.(golden)", "asin": "B0D2DHHGVV", "price": "$8.99", "quantity": ""},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 RB3558 RB3660 RB3530 RB4071 RB6336 RB7140 RB8415 Sunglass - Silver", "asin": "B0CFFL1Z6H", "price": "$5.98", "quantity": ""},
{"title": "Upgrade Version Magnetic Eye Glass Repairing Kit, Eyeglass Repair Tool Kit with Compact Screw Box Include Nose Pads, Precision Screwdriver Set, Screws, Tweezer for Eyeglass, Sunglass, Spectacles Watch", "asin": "B095SDNYNZ", "price": "$9.99", "quantity": ""},
{"title": "Compatible/Replacement for Ray-Ban aviator RB3025 RB3016 RB3030 Sunglasses Temple Arms Nose Pads Tips with screw screwdriver (golden temple&black tips)", "asin": "B0DSF3KNK4", "price": "$21.59", "quantity": ""},
{"title": "Mr.ZzjOOj Eyeglasses Nose Pads, Upgraded Soft Silicone Air Chamber Eyeglass Nose Pads, 6 Pairs of Screw-in 15mm Glasses Nose Pad Set with Screws and Micro Screwdriver", "asin": "B07VH4DKY5", "price": "$5.99", "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": "2025-04-07T20:46:46.070Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-07T20:46:46.070Z
|
click
|
search
|
rule
|
2025-04-07T20:46:46.070Z
|
click
|
search
|
train
| 318 |
2025-04-07T20:46:46.070Z
|
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": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "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": "U-Shaped Nose Pads for Adult Eyeglasses"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$34.44", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"title": "Replacement Nose pads for Ray-Ban Aviator RB3025 3026 Sunglasses Repair Kits, Nose Pads (Gold), Bonus Sunglasses cloth (assorted colors)"},
{"price": "$7.99"},
{"bullet_list": "Easily replaces damages nose pad without the need for any tools ,Repacement nose pads for Ray ban ;High quality materail replacement nose pads for Ray Ban Sunglasses! Extremely durable and super affordable. Comfort: These nose pads make glasses feel great, sit better, keep your glasses comfortably in place. Prevent eyeglasses from slipping when sweating. Made of soft silicone, comfortable, safe, non-toxic, and not easy to turn yellow and hard. Replacement ray ban nose pads used in basic eyeglass repair are available at modest cost and keep your glasses hygienic and comfortable regardless. Fits models RB3025, RB3026, RB3030, RB3211, RB3362,RB3548,RB3447, PACK INCLUDE:1 pair nose pads;1*Sunglasses cloth"},
{"asin": "B07PQ5ZZCZ"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Auzky 5 Pairs Replacement Nose Pads for RayBan RB3549, RB4071, RB6336, RB7140, RB8415 and More Eyeglasses, Sunglasses Models (Silver)", "asin": "B0B7L2LXQW", "price": "$8.99", "quantity": ""},
{"title": "HILEEN 6 Pairs Replacement Nose Pads Nose Pieces for Ray-Ban Aviator RB3025 | RB3026 | RB3030 | RB3211 | RB3362 | RB3445 | RB4175 | RB3183 | RB3625 | RB3016 | RB3267 | RB3136 Sunglasses - Clear Color", "asin": "B0BVM3N7BK", "price": "$6.48", "quantity": ""},
{"title": "HiCycle2 16mm Clip-on Replacement 2PCS Nose Pads for RayBAN Aviator RB3025 RB3016 RB3447 Sunglasses Repair Kits.(golden)", "asin": "B0D2DHHGVV", "price": "$8.99", "quantity": ""},
{"title": "4 Pairs Replacement Nosepieces Nose Pads for Ray-Ban RB3604 RB4264 RB3534 RB3549 RB3584 RB3614 RB3523 RB3526 RB3538 RB3558 RB3660 RB3530 RB4071 RB6336 RB7140 RB8415 Sunglass - Silver", "asin": "B0CFFL1Z6H", "price": "$5.98", "quantity": ""},
{"title": "Upgrade Version Magnetic Eye Glass Repairing Kit, Eyeglass Repair Tool Kit with Compact Screw Box Include Nose Pads, Precision Screwdriver Set, Screws, Tweezer for Eyeglass, Sunglass, Spectacles Watch", "asin": "B095SDNYNZ", "price": "$9.99", "quantity": ""},
{"title": "Compatible/Replacement for Ray-Ban aviator RB3025 RB3016 RB3030 Sunglasses Temple Arms Nose Pads Tips with screw screwdriver (golden temple&black tips)", "asin": "B0DSF3KNK4", "price": "$21.59", "quantity": ""},
{"title": "Mr.ZzjOOj Eyeglasses Nose Pads, Upgraded Soft Silicone Air Chamber Eyeglass Nose Pads, 6 Pairs of Screw-in 15mm Glasses Nose Pad Set with Screws and Micro Screwdriver", "asin": "B07VH4DKY5", "price": "$5.99", "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": "2025-04-07T20:46:46.070Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:46.070Z\", \"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\": \"U-Shaped Nose Pads for Adult Eyeglasses\"}],\n\"cart_items\": [{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$34.44\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09NVPJ9ZG\"},\n{\"title\": \"10 Pack Silicone Glasses U Shaped Screw-in Nose Pads with Micro Screwdriver, Non-Slip Anti-Drop Eyeglass Saddle Bridge Nose Pad Set for Eyeglasses Glasses Sunglasses Eyewear Optical, 42mm, Transparent\"},\n{\"price\": \"$6.99\"},\n{\"bullet_list\": \"Premium Material: Made of good quality silicone, non-slip, soft, comfortable to wear, not easy to change color, perfectly fit the skin. You could ensure your glasses would stay securely on your face with these nose pads. Wide Application: Suitable for most screw on spectacles, eye glasses, frame, decorative glasses, single lens, full-frame glasses, sunglasses, plastic glasses, board sunglasses plates, plastic frames, plate optical frames and so on. Easy to use: With the disassembly fixing screwdriver, you could install and replace the non-slip nose pads is installed on the glasses easily. The screw-on bridge strap nose pads could revive your frames and bring new comfort and life to your glasses. Unique Design: U Shape Design, Larger contact surface with good anti-slip effect, it could make the bridge of nose bear even force, prevent the indentation of glasses and keep the bridge of nose bone from deformation after being installed on glasses. Packing List: 10 x Silicone Glasses U Shaped Screw-in Nose Pads(Transparent), 1 x Disassembly Fixing Tool .It could effectively protect the development of nasal bridge. All day comfort, cushion soft, not sticky, easy to clean.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"GMS Optical 15mm Med Length / 6mm Normal Width- Push-in Tear Drop Silicone Nose Pads for Glasses, Sunglasses, and Eyeglass Nose Pads, Great for Eyeglass Repair (5 Pair) (Clear)\", \"asin\": \"B08N6YLKM2\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"Setex Gecko Grip 1mm Anti Slip Eyeglass Nose Pads, (5 Black Pair) USA Made, 2500 Innovative Microstructured Fibers per Nose Pad, 1mm x 7mm x 16mm\", \"asin\": \"B08C2T72ND\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pairs Comfortable Titanium Eyeglass Nose Pads - Eyeglass Repair Kit with Screw Dr...\", \"asin\": \"B0CHMW186D\", \"price\": \"$13.19\", \"quantity\": \"\"},\n{\"title\": \"GMS Optical 1.8mm Reg-Thin/13mm Short Length- Adhesive Butterfly Contoured Shape Anti-Slip Silicone Eyeglass Nose Pads, Non-Slip Nose Pads for Glasses, Nose Pads for Kids & Small frame-10 Pair Clear\", \"asin\": \"B0D9QYMJ4G\", \"price\": \"$13.98\", \"quantity\": \"\"},\n{\"title\": \"20 Pairs Eyeglass Nose Pads Stick On Silicone Anti-Slip for Glasses Sunglasses Thin Nose Pads Eyeglasses, Adhesive Nose Pad for Eyeglass, Anti Slip Eyeglass Nose Pads (Clear)\", \"asin\": \"B0F1CCFL6H\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Eyeglass Nose Pads, Comfort Soft Silicone Glasses Nose Pad, Anti-Slip Heighten Air ...\", \"asin\": \"B09MN63CGY\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"YR Soft Silicone Eyeglasses Temple Tips Sleeve Retainer,Anti-Slip Elastic Comfort Glasses Retainers For Spectacle Sunglasses Reading Glasses Eyewear,Glasses Grips,Glasses anti slip,5 pairs -Clear\", \"asin\": \"B074V7CR4F\", \"price\": \"$6.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"10 Pack Silicone Glasses U Shaped Screw-in Nose Pads with Micro Screwdriver, Non-Slip Anti-Drop Eyeglass Saddle Bridge Nose Pad Set for Eyeglasses Glasses Sunglasses Eyewear Optical, 42mm, Transparent\", \"asin\": \"B09NVPJ9ZG\", \"price\": \"$6.99\"},\n{\"title\": \"Eyeglass Saddle Bridge Nose Pads Nose Piece Sunglasses Nose Pads Silicone U-Shape Metal Core and Screwdriver for Glass Reading Glasses\", \"asin\": \"B0C39TDV9H\", \"price\": \"$8.99\"},\n{\"title\": \"1PC Plate Glasses Frame Eyeglass Saddle Bridge Nose Pads Piece TR Material Embedded Bracket for Reading Sunglasses\", \"asin\": \"B0DB57R75H\", \"price\": \"$7.99\"},\n{\"title\": \"5PCS Eyeglasses Nose Pads,BEHLINE Glasses Bridge Strap/Saddle Bridge,Soft Silicone Anti-Slip Replacement Nosepads,Screw-in Eyeglasses Nose Piece for Eye Glasses Sunglass Eyewear Repair (Large-Adult)\", \"asin\": \"B08S7NNJT7\", \"price\": \"$5.28\"},\n{\"title\": \"6 Pcs Nose Bridge for Glasses Eyeglasses Nose Pads U Shaped Glasses Bridge Strap Saddle Bridge Silicone Anti-Slip Replacement Nosepad with Screwdriver Screw-in Eyeglasses Nose Piece for Glasses Repair\", \"asin\": \"B0D9HB6TGB\", \"price\": \"$4.99\"},\n{\"title\": \"5 pcs Eyeglasses Nose Pads,U Shaped Eyeglasses Nose Pads Screw-in Eyeglass Nose Piece Soft Silicone Nose pad for Eye Glasses Sunglass Eyewear\\uff0cM Size\", \"asin\": \"B0DDCBPFRG\", \"price\": \"$6.99\"}]\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\": \"2025-04-07T20:50:58.581Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "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": "U-Shaped Nose Pads for Adult Eyeglasses"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$34.44", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B09NVPJ9ZG"},
{"title": "10 Pack Silicone Glasses U Shaped Screw-in Nose Pads with Micro Screwdriver, Non-Slip Anti-Drop Eyeglass Saddle Bridge Nose Pad Set for Eyeglasses Glasses Sunglasses Eyewear Optical, 42mm, Transparent"},
{"price": "$6.99"},
{"bullet_list": "Premium Material: Made of good quality silicone, non-slip, soft, comfortable to wear, not easy to change color, perfectly fit the skin. You could ensure your glasses would stay securely on your face with these nose pads. Wide Application: Suitable for most screw on spectacles, eye glasses, frame, decorative glasses, single lens, full-frame glasses, sunglasses, plastic glasses, board sunglasses plates, plastic frames, plate optical frames and so on. Easy to use: With the disassembly fixing screwdriver, you could install and replace the non-slip nose pads is installed on the glasses easily. The screw-on bridge strap nose pads could revive your frames and bring new comfort and life to your glasses. Unique Design: U Shape Design, Larger contact surface with good anti-slip effect, it could make the bridge of nose bear even force, prevent the indentation of glasses and keep the bridge of nose bone from deformation after being installed on glasses. Packing List: 10 x Silicone Glasses U Shaped Screw-in Nose Pads(Transparent), 1 x Disassembly Fixing Tool .It could effectively protect the development of nasal bridge. All day comfort, cushion soft, not sticky, easy to clean."}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "GMS Optical 15mm Med Length / 6mm Normal Width- Push-in Tear Drop Silicone Nose Pads for Glasses, Sunglasses, and Eyeglass Nose Pads, Great for Eyeglass Repair (5 Pair) (Clear)", "asin": "B08N6YLKM2", "price": "$8.98", "quantity": ""},
{"title": "Setex Gecko Grip 1mm Anti Slip Eyeglass Nose Pads, (5 Black Pair) USA Made, 2500 Innovative Microstructured Fibers per Nose Pad, 1mm x 7mm x 16mm", "asin": "B08C2T72ND", "price": "$11.99", "quantity": ""},
{"title": "2 Pairs Comfortable Titanium Eyeglass Nose Pads - Eyeglass Repair Kit with Screw Dr...", "asin": "B0CHMW186D", "price": "$13.19", "quantity": ""},
{"title": "GMS Optical 1.8mm Reg-Thin/13mm Short Length- Adhesive Butterfly Contoured Shape Anti-Slip Silicone Eyeglass Nose Pads, Non-Slip Nose Pads for Glasses, Nose Pads for Kids & Small frame-10 Pair Clear", "asin": "B0D9QYMJ4G", "price": "$13.98", "quantity": ""},
{"title": "20 Pairs Eyeglass Nose Pads Stick On Silicone Anti-Slip for Glasses Sunglasses Thin Nose Pads Eyeglasses, Adhesive Nose Pad for Eyeglass, Anti Slip Eyeglass Nose Pads (Clear)", "asin": "B0F1CCFL6H", "price": "$5.99", "quantity": ""},
{"title": "Eyeglass Nose Pads, Comfort Soft Silicone Glasses Nose Pad, Anti-Slip Heighten Air ...", "asin": "B09MN63CGY", "price": "$8.98", "quantity": ""},
{"title": "YR Soft Silicone Eyeglasses Temple Tips Sleeve Retainer,Anti-Slip Elastic Comfort Glasses Retainers For Spectacle Sunglasses Reading Glasses Eyewear,Glasses Grips,Glasses anti slip,5 pairs -Clear", "asin": "B074V7CR4F", "price": "$6.99", "quantity": ""}],
"comparison_items": [{"title": "10 Pack Silicone Glasses U Shaped Screw-in Nose Pads with Micro Screwdriver, Non-Slip Anti-Drop Eyeglass Saddle Bridge Nose Pad Set for Eyeglasses Glasses Sunglasses Eyewear Optical, 42mm, Transparent", "asin": "B09NVPJ9ZG", "price": "$6.99"},
{"title": "Eyeglass Saddle Bridge Nose Pads Nose Piece Sunglasses Nose Pads Silicone U-Shape Metal Core and Screwdriver for Glass Reading Glasses", "asin": "B0C39TDV9H", "price": "$8.99"},
{"title": "1PC Plate Glasses Frame Eyeglass Saddle Bridge Nose Pads Piece TR Material Embedded Bracket for Reading Sunglasses", "asin": "B0DB57R75H", "price": "$7.99"},
{"title": "5PCS Eyeglasses Nose Pads,BEHLINE Glasses Bridge Strap/Saddle Bridge,Soft Silicone Anti-Slip Replacement Nosepads,Screw-in Eyeglasses Nose Piece for Eye Glasses Sunglass Eyewear Repair (Large-Adult)", "asin": "B08S7NNJT7", "price": "$5.28"},
{"title": "6 Pcs Nose Bridge for Glasses Eyeglasses Nose Pads U Shaped Glasses Bridge Strap Saddle Bridge Silicone Anti-Slip Replacement Nosepad with Screwdriver Screw-in Eyeglasses Nose Piece for Glasses Repair", "asin": "B0D9HB6TGB", "price": "$4.99"},
{"title": "5 pcs Eyeglasses Nose Pads,U Shaped Eyeglasses Nose Pads Screw-in Eyeglass Nose Piece Soft Silicone Nose pad for Eye Glasses Sunglass Eyewear\uff0cM Size", "asin": "B0DDCBPFRG", "price": "$6.99"}]
<|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": "2025-04-07T20:50:58.581Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-07T20:50:58.581Z
|
purchase
|
B09NVPJ9ZG
|
rule
|
2025-04-07T20:50:58.581Z
|
purchase
|
B09NVPJ9ZG
|
train
| 319 |
2025-04-07T20:50:58.581Z
|
purchase
|
B09NVPJ9ZG
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "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": "U-Shaped Nose Pads for Adult Eyeglasses"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$34.44", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B09NVPJ9ZG"},
{"title": "10 Pack Silicone Glasses U Shaped Screw-in Nose Pads with Micro Screwdriver, Non-Slip Anti-Drop Eyeglass Saddle Bridge Nose Pad Set for Eyeglasses Glasses Sunglasses Eyewear Optical, 42mm, Transparent"},
{"price": "$6.99"},
{"bullet_list": "Premium Material: Made of good quality silicone, non-slip, soft, comfortable to wear, not easy to change color, perfectly fit the skin. You could ensure your glasses would stay securely on your face with these nose pads. Wide Application: Suitable for most screw on spectacles, eye glasses, frame, decorative glasses, single lens, full-frame glasses, sunglasses, plastic glasses, board sunglasses plates, plastic frames, plate optical frames and so on. Easy to use: With the disassembly fixing screwdriver, you could install and replace the non-slip nose pads is installed on the glasses easily. The screw-on bridge strap nose pads could revive your frames and bring new comfort and life to your glasses. Unique Design: U Shape Design, Larger contact surface with good anti-slip effect, it could make the bridge of nose bear even force, prevent the indentation of glasses and keep the bridge of nose bone from deformation after being installed on glasses. Packing List: 10 x Silicone Glasses U Shaped Screw-in Nose Pads(Transparent), 1 x Disassembly Fixing Tool .It could effectively protect the development of nasal bridge. All day comfort, cushion soft, not sticky, easy to clean."}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "GMS Optical 15mm Med Length / 6mm Normal Width- Push-in Tear Drop Silicone Nose Pads for Glasses, Sunglasses, and Eyeglass Nose Pads, Great for Eyeglass Repair (5 Pair) (Clear)", "asin": "B08N6YLKM2", "price": "$8.98", "quantity": ""},
{"title": "Setex Gecko Grip 1mm Anti Slip Eyeglass Nose Pads, (5 Black Pair) USA Made, 2500 Innovative Microstructured Fibers per Nose Pad, 1mm x 7mm x 16mm", "asin": "B08C2T72ND", "price": "$11.99", "quantity": ""},
{"title": "2 Pairs Comfortable Titanium Eyeglass Nose Pads - Eyeglass Repair Kit with Screw Dr...", "asin": "B0CHMW186D", "price": "$13.19", "quantity": ""},
{"title": "GMS Optical 1.8mm Reg-Thin/13mm Short Length- Adhesive Butterfly Contoured Shape Anti-Slip Silicone Eyeglass Nose Pads, Non-Slip Nose Pads for Glasses, Nose Pads for Kids & Small frame-10 Pair Clear", "asin": "B0D9QYMJ4G", "price": "$13.98", "quantity": ""},
{"title": "20 Pairs Eyeglass Nose Pads Stick On Silicone Anti-Slip for Glasses Sunglasses Thin Nose Pads Eyeglasses, Adhesive Nose Pad for Eyeglass, Anti Slip Eyeglass Nose Pads (Clear)", "asin": "B0F1CCFL6H", "price": "$5.99", "quantity": ""},
{"title": "Eyeglass Nose Pads, Comfort Soft Silicone Glasses Nose Pad, Anti-Slip Heighten Air ...", "asin": "B09MN63CGY", "price": "$8.98", "quantity": ""},
{"title": "YR Soft Silicone Eyeglasses Temple Tips Sleeve Retainer,Anti-Slip Elastic Comfort Glasses Retainers For Spectacle Sunglasses Reading Glasses Eyewear,Glasses Grips,Glasses anti slip,5 pairs -Clear", "asin": "B074V7CR4F", "price": "$6.99", "quantity": ""}],
"comparison_items": [{"title": "10 Pack Silicone Glasses U Shaped Screw-in Nose Pads with Micro Screwdriver, Non-Slip Anti-Drop Eyeglass Saddle Bridge Nose Pad Set for Eyeglasses Glasses Sunglasses Eyewear Optical, 42mm, Transparent", "asin": "B09NVPJ9ZG", "price": "$6.99"},
{"title": "Eyeglass Saddle Bridge Nose Pads Nose Piece Sunglasses Nose Pads Silicone U-Shape Metal Core and Screwdriver for Glass Reading Glasses", "asin": "B0C39TDV9H", "price": "$8.99"},
{"title": "1PC Plate Glasses Frame Eyeglass Saddle Bridge Nose Pads Piece TR Material Embedded Bracket for Reading Sunglasses", "asin": "B0DB57R75H", "price": "$7.99"},
{"title": "5PCS Eyeglasses Nose Pads,BEHLINE Glasses Bridge Strap/Saddle Bridge,Soft Silicone Anti-Slip Replacement Nosepads,Screw-in Eyeglasses Nose Piece for Eye Glasses Sunglass Eyewear Repair (Large-Adult)", "asin": "B08S7NNJT7", "price": "$5.28"},
{"title": "6 Pcs Nose Bridge for Glasses Eyeglasses Nose Pads U Shaped Glasses Bridge Strap Saddle Bridge Silicone Anti-Slip Replacement Nosepad with Screwdriver Screw-in Eyeglasses Nose Piece for Glasses Repair", "asin": "B0D9HB6TGB", "price": "$4.99"},
{"title": "5 pcs Eyeglasses Nose Pads,U Shaped Eyeglasses Nose Pads Screw-in Eyeglass Nose Piece Soft Silicone Nose pad for Eye Glasses Sunglass Eyewear\uff0cM Size", "asin": "B0DDCBPFRG", "price": "$6.99"}]
<|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": "2025-04-07T20:50:58.581Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:46.070Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:50:58.581Z\", \"action\": \"purchase\", \"action_argument\": \"B09NVPJ9ZG\"}\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\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$31.58\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B08GGBZNZ5\"},\n{\"title\": \"Google Wifi - AC1200 - Mesh WiFi System - Wifi Router - 1500 Sq Ft Coverage - 1 pack\"},\n{\"price\": \"$54.69\"},\n{\"bullet_list\": \"Google Wifi is a scalable, flexible mesh Wifi system that blankets your home in reliable coverage and keeps buffering at bay; 1 Google Wifi point replaces your router and additional points expand your network to keep the connection fast in every room1: Google Wifi gives you whole home coverage1:; 1 Pack covers up to 1500 square feet and 3 Pack covers up to 4500 square feet; points work together to create a mesh network for more Intelligently works behind the scenes to make sure your Wifi remains fast, so you can stream with speed1: Simple setup in a few steps; use the Google Home app to create your network and get online in minutes2: Parental controls let you manage screen time, restrict certain kinds of adult content, and pause Wifi to specific devices on your mesh network whenever you want Easy to control home Wifi system lets you prioritize devices, check your network speeds, set up a guest network, and more Works with all Google Wifi points and can be added to any existing Nest Wifi system; just add more points if you need more coverage\"},\n{\"bullet_list\": \" Google Wifi 1 Pack packaged with a Google Seal for Online Marketplace Please refer to the product description section below for all applicable legal disclaimers denoted by the bracketed numbers in the preceding bullet points (e.g., 1:, 2:, etc.) \"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Size\": \"One Pack\"}],\n\"promotion_items\": [{\"title\": \"Google Nest Wifi - AC2200 - Mesh WiFi System - Wifi Router - 2200 Sq Ft Coverage - 1 pack\", \"asin\": \"B07YMKD6SM\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Deco AX3000 WiFi 6 Mesh System(Deco X55) - Covers up to 6500 Sq.Ft. , Replaces Wireless Router and Extender, 3 Gigabit ports per unit, supports Ethernet Backhaul (3-pack)\", \"asin\": \"B09PRB1MZM\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Outlet Wall Mount for Google WiFi AC1200, No Messy Wires Space Saving Easily Be Mov...\", \"asin\": \"B08M478JZF\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Google WiFi Outlet Holder Mount: [New 2020 \\u2013 Present Version \\u2013 Round Plug] The Simplest Wall Mount Holder Stand Bracket for Google WiFi Routers and Beacons - No Messy Screws! (2-Pack)\", \"asin\": \"B08LF5FLB8\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Google Nest WiFi (2nd Gen) Access Point for AC2200 Mesh Wi-Fi (Router Sold Separately) Add On Access Point Only (Snow)\", \"asin\": \"B09NSCW4YZ\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"The Easy Outlet Shelf by Mount Genie - Works With All Outlets - 60 Second Install - Hidden Cord Cable Storage - Perfect Google Home Mount, Nest Wifi Mount, for Cameras, Voice Assistants, and More\", \"asin\": \"B07L45DK6R\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"2025 WiFi Extender Signal Booster for Home, AC1200Mbps Dual Band 5GHz/2.4GHz, Cover...\", \"asin\": \"B0F3WNDYF3\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Orbi Whole Home Tri-Band WiFi 6 Mesh Network System (RBK752P) \\u2013 Router with 1 Satellite Extender, Security Features, Coverage up to 5,000 sq. ft., 75 Devices, AX5200 802.11ax (Up to 5.2Gbps)\", \"asin\": \"B0CY6LPDVX\", \"price\": \"$329.17\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Orbi 970 Series Quad-Band WiFi 7 Mesh Network System (RBE973S), Router + 2 Satellite Extenders, Security Features, Up to 27Gbps, Covers Up to 10,000 sq. ft., 200 Devices, 10 Gig Internet Port\", \"asin\": \"B0CGJGXFCS\", \"price\": \"$1,999.99\", \"quantity\": \"\"},\n{\"title\": \"Nest WiFi Point Genie: The Simplest Lowest Profile Outlet Holder Mount for Google Nest WiFi Point | Reinforced Support | Great Sound | Open Access | No Messy Screws! (1-Pack)\", \"asin\": \"B082LVSRQS\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Wall Mount for eero 6, Screwless VHB Holder for Mounting eero 6 Dual-Band mesh Wi-Fi 6 Without Drilling (Strongly Adhesive, 1 Pack)(Not for eero 6+)\", \"asin\": \"B08TR1P88J\", \"price\": \"$13.69\", \"quantity\": \"\"},\n{\"title\": \"Google Nest Wifi - AC2200 - Mesh WiFi System - Wifi Router - 2200 Sq Ft Coverage - 1 pack\", \"asin\": \"B07YMKD6SM\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Outlet Wall Mount for Google WiFi AC1200, No Messy Wires Space Saving Easily Be Moved Outlet Mount for Google Mesh WiFi Router, Best Design for Winding Power Cord (1 Pack)\", \"asin\": \"B08M478JZF\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Deco AX3000 WiFi 6 Mesh System(Deco X55) - Covers up to 6500 Sq.Ft. , Replaces Wireless Router and Extender, 3 Gigabit ports per unit, supports Ethernet Backhaul (3-pack)\", \"asin\": \"B09PRB1MZM\", \"price\": \"$149.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Google Wifi - AC1200 - Mesh WiFi System - Wifi Router - 1500 Sq Ft Coverage - 1 pack\", \"asin\": \"B08GGBZNZ5\", \"price\": \"$64.00\"},\n{\"title\": \"TP-Link Wi-Fi 6 AX3000 Mesh Router System | 2- Mesh Routers | Deco W6000(2-Pack) | 5,000 sq. ft. of WiFi Coverage (Renewed)\", \"asin\": \"B0B27NX1K3\", \"price\": \"$129.99\"},\n{\"title\": \"Tenda AX3000 Mesh WiFi 6 System Nova MX12-7000 sq.ft WiFi Coverage for Whole Home - 1.7 GHz Quad-Core CPU - Dual-Band Mesh Network for 160+ Devices - 3 Gigabit Ports per Unit - 3-Pack\", \"asin\": \"B0BFDH25CK\", \"price\": \"$173.39\"},\n{\"title\": \"Google Wifi - AC1200 - Mesh WiFi System - Wifi Router - 4500 Sq Ft Coverage - 3 pack\", \"asin\": \"B08GG9CMLR\", \"price\": \"$154.99\"},\n{\"title\": \"Google Nest WiFi - AC2200 (2nd Generation) Router and Add On Access Point Mesh Wi-Fi System (Add On Access Point ONLY - Router Sold Separately - Mist (Sand)\", \"asin\": \"B09V8CQD7H\", \"price\": \"$99.00\"},\n{\"title\": \"Google WiFi Outlet Holder Mount: [New 2020 \\u2013 Present Version \\u2013 Round Plug] The Simplest Wall Mount Holder Stand Bracket for Google WiFi Routers and Beacons - No Messy Screws! (3-Pack)\", \"asin\": \"B08LF4SFQ2\", \"price\": \"$23.99\"}]\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\": \"2025-04-10T22:25:58.219Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
<|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": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$31.58", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B08GGBZNZ5"},
{"title": "Google Wifi - AC1200 - Mesh WiFi System - Wifi Router - 1500 Sq Ft Coverage - 1 pack"},
{"price": "$54.69"},
{"bullet_list": "Google Wifi is a scalable, flexible mesh Wifi system that blankets your home in reliable coverage and keeps buffering at bay; 1 Google Wifi point replaces your router and additional points expand your network to keep the connection fast in every room1: Google Wifi gives you whole home coverage1:; 1 Pack covers up to 1500 square feet and 3 Pack covers up to 4500 square feet; points work together to create a mesh network for more Intelligently works behind the scenes to make sure your Wifi remains fast, so you can stream with speed1: Simple setup in a few steps; use the Google Home app to create your network and get online in minutes2: Parental controls let you manage screen time, restrict certain kinds of adult content, and pause Wifi to specific devices on your mesh network whenever you want Easy to control home Wifi system lets you prioritize devices, check your network speeds, set up a guest network, and more Works with all Google Wifi points and can be added to any existing Nest Wifi system; just add more points if you need more coverage"},
{"bullet_list": " Google Wifi 1 Pack packaged with a Google Seal for Online Marketplace Please refer to the product description section below for all applicable legal disclaimers denoted by the bracketed numbers in the preceding bullet points (e.g., 1:, 2:, etc.) "}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Size": "One Pack"}],
"promotion_items": [{"title": "Google Nest Wifi - AC2200 - Mesh WiFi System - Wifi Router - 2200 Sq Ft Coverage - 1 pack", "asin": "B07YMKD6SM", "price": "$44.99", "quantity": ""},
{"title": "TP-Link Deco AX3000 WiFi 6 Mesh System(Deco X55) - Covers up to 6500 Sq.Ft. , Replaces Wireless Router and Extender, 3 Gigabit ports per unit, supports Ethernet Backhaul (3-pack)", "asin": "B09PRB1MZM", "price": "$149.99", "quantity": ""},
{"title": "Outlet Wall Mount for Google WiFi AC1200, No Messy Wires Space Saving Easily Be Mov...", "asin": "B08M478JZF", "price": "$9.99", "quantity": ""},
{"title": "Google WiFi Outlet Holder Mount: [New 2020 \u2013 Present Version \u2013 Round Plug] The Simplest Wall Mount Holder Stand Bracket for Google WiFi Routers and Beacons - No Messy Screws! (2-Pack)", "asin": "B08LF5FLB8", "price": "$16.99", "quantity": ""},
{"title": "Google Nest WiFi (2nd Gen) Access Point for AC2200 Mesh Wi-Fi (Router Sold Separately) Add On Access Point Only (Snow)", "asin": "B09NSCW4YZ", "price": "$79.99", "quantity": ""},
{"title": "The Easy Outlet Shelf by Mount Genie - Works With All Outlets - 60 Second Install - Hidden Cord Cable Storage - Perfect Google Home Mount, Nest Wifi Mount, for Cameras, Voice Assistants, and More", "asin": "B07L45DK6R", "price": "$19.99", "quantity": ""},
{"title": "2025 WiFi Extender Signal Booster for Home, AC1200Mbps Dual Band 5GHz/2.4GHz, Cover...", "asin": "B0F3WNDYF3", "price": "$59.99", "quantity": ""},
{"title": "NETGEAR Orbi Whole Home Tri-Band WiFi 6 Mesh Network System (RBK752P) \u2013 Router with 1 Satellite Extender, Security Features, Coverage up to 5,000 sq. ft., 75 Devices, AX5200 802.11ax (Up to 5.2Gbps)", "asin": "B0CY6LPDVX", "price": "$329.17", "quantity": ""},
{"title": "NETGEAR Orbi 970 Series Quad-Band WiFi 7 Mesh Network System (RBE973S), Router + 2 Satellite Extenders, Security Features, Up to 27Gbps, Covers Up to 10,000 sq. ft., 200 Devices, 10 Gig Internet Port", "asin": "B0CGJGXFCS", "price": "$1,999.99", "quantity": ""},
{"title": "Nest WiFi Point Genie: The Simplest Lowest Profile Outlet Holder Mount for Google Nest WiFi Point | Reinforced Support | Great Sound | Open Access | No Messy Screws! (1-Pack)", "asin": "B082LVSRQS", "price": "$11.99", "quantity": ""},
{"title": "Wall Mount for eero 6, Screwless VHB Holder for Mounting eero 6 Dual-Band mesh Wi-Fi 6 Without Drilling (Strongly Adhesive, 1 Pack)(Not for eero 6+)", "asin": "B08TR1P88J", "price": "$13.69", "quantity": ""},
{"title": "Google Nest Wifi - AC2200 - Mesh WiFi System - Wifi Router - 2200 Sq Ft Coverage - 1 pack", "asin": "B07YMKD6SM", "price": "$44.99", "quantity": ""},
{"title": "Outlet Wall Mount for Google WiFi AC1200, No Messy Wires Space Saving Easily Be Moved Outlet Mount for Google Mesh WiFi Router, Best Design for Winding Power Cord (1 Pack)", "asin": "B08M478JZF", "price": "$9.99", "quantity": ""},
{"title": "TP-Link Deco AX3000 WiFi 6 Mesh System(Deco X55) - Covers up to 6500 Sq.Ft. , Replaces Wireless Router and Extender, 3 Gigabit ports per unit, supports Ethernet Backhaul (3-pack)", "asin": "B09PRB1MZM", "price": "$149.99", "quantity": ""}],
"comparison_items": [{"title": "Google Wifi - AC1200 - Mesh WiFi System - Wifi Router - 1500 Sq Ft Coverage - 1 pack", "asin": "B08GGBZNZ5", "price": "$64.00"},
{"title": "TP-Link Wi-Fi 6 AX3000 Mesh Router System | 2- Mesh Routers | Deco W6000(2-Pack) | 5,000 sq. ft. of WiFi Coverage (Renewed)", "asin": "B0B27NX1K3", "price": "$129.99"},
{"title": "Tenda AX3000 Mesh WiFi 6 System Nova MX12-7000 sq.ft WiFi Coverage for Whole Home - 1.7 GHz Quad-Core CPU - Dual-Band Mesh Network for 160+ Devices - 3 Gigabit Ports per Unit - 3-Pack", "asin": "B0BFDH25CK", "price": "$173.39"},
{"title": "Google Wifi - AC1200 - Mesh WiFi System - Wifi Router - 4500 Sq Ft Coverage - 3 pack", "asin": "B08GG9CMLR", "price": "$154.99"},
{"title": "Google Nest WiFi - AC2200 (2nd Generation) Router and Add On Access Point Mesh Wi-Fi System (Add On Access Point ONLY - Router Sold Separately - Mist (Sand)", "asin": "B09V8CQD7H", "price": "$99.00"},
{"title": "Google WiFi Outlet Holder Mount: [New 2020 \u2013 Present Version \u2013 Round Plug] The Simplest Wall Mount Holder Stand Bracket for Google WiFi Routers and Beacons - No Messy Screws! (3-Pack)", "asin": "B08LF4SFQ2", "price": "$23.99"}]
<|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": "2025-04-10T22:25:58.219Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-10T22:25:58.219Z
|
click
|
search
|
rule
|
2025-04-10T22:25:58.219Z
|
click
|
search
|
train
| 320 |
2025-04-10T22:25:58.219Z
|
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": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
<|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": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$31.58", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B08GGBZNZ5"},
{"title": "Google Wifi - AC1200 - Mesh WiFi System - Wifi Router - 1500 Sq Ft Coverage - 1 pack"},
{"price": "$54.69"},
{"bullet_list": "Google Wifi is a scalable, flexible mesh Wifi system that blankets your home in reliable coverage and keeps buffering at bay; 1 Google Wifi point replaces your router and additional points expand your network to keep the connection fast in every room1: Google Wifi gives you whole home coverage1:; 1 Pack covers up to 1500 square feet and 3 Pack covers up to 4500 square feet; points work together to create a mesh network for more Intelligently works behind the scenes to make sure your Wifi remains fast, so you can stream with speed1: Simple setup in a few steps; use the Google Home app to create your network and get online in minutes2: Parental controls let you manage screen time, restrict certain kinds of adult content, and pause Wifi to specific devices on your mesh network whenever you want Easy to control home Wifi system lets you prioritize devices, check your network speeds, set up a guest network, and more Works with all Google Wifi points and can be added to any existing Nest Wifi system; just add more points if you need more coverage"},
{"bullet_list": " Google Wifi 1 Pack packaged with a Google Seal for Online Marketplace Please refer to the product description section below for all applicable legal disclaimers denoted by the bracketed numbers in the preceding bullet points (e.g., 1:, 2:, etc.) "}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Size": "One Pack"}],
"promotion_items": [{"title": "Google Nest Wifi - AC2200 - Mesh WiFi System - Wifi Router - 2200 Sq Ft Coverage - 1 pack", "asin": "B07YMKD6SM", "price": "$44.99", "quantity": ""},
{"title": "TP-Link Deco AX3000 WiFi 6 Mesh System(Deco X55) - Covers up to 6500 Sq.Ft. , Replaces Wireless Router and Extender, 3 Gigabit ports per unit, supports Ethernet Backhaul (3-pack)", "asin": "B09PRB1MZM", "price": "$149.99", "quantity": ""},
{"title": "Outlet Wall Mount for Google WiFi AC1200, No Messy Wires Space Saving Easily Be Mov...", "asin": "B08M478JZF", "price": "$9.99", "quantity": ""},
{"title": "Google WiFi Outlet Holder Mount: [New 2020 \u2013 Present Version \u2013 Round Plug] The Simplest Wall Mount Holder Stand Bracket for Google WiFi Routers and Beacons - No Messy Screws! (2-Pack)", "asin": "B08LF5FLB8", "price": "$16.99", "quantity": ""},
{"title": "Google Nest WiFi (2nd Gen) Access Point for AC2200 Mesh Wi-Fi (Router Sold Separately) Add On Access Point Only (Snow)", "asin": "B09NSCW4YZ", "price": "$79.99", "quantity": ""},
{"title": "The Easy Outlet Shelf by Mount Genie - Works With All Outlets - 60 Second Install - Hidden Cord Cable Storage - Perfect Google Home Mount, Nest Wifi Mount, for Cameras, Voice Assistants, and More", "asin": "B07L45DK6R", "price": "$19.99", "quantity": ""},
{"title": "2025 WiFi Extender Signal Booster for Home, AC1200Mbps Dual Band 5GHz/2.4GHz, Cover...", "asin": "B0F3WNDYF3", "price": "$59.99", "quantity": ""},
{"title": "NETGEAR Orbi Whole Home Tri-Band WiFi 6 Mesh Network System (RBK752P) \u2013 Router with 1 Satellite Extender, Security Features, Coverage up to 5,000 sq. ft., 75 Devices, AX5200 802.11ax (Up to 5.2Gbps)", "asin": "B0CY6LPDVX", "price": "$329.17", "quantity": ""},
{"title": "NETGEAR Orbi 970 Series Quad-Band WiFi 7 Mesh Network System (RBE973S), Router + 2 Satellite Extenders, Security Features, Up to 27Gbps, Covers Up to 10,000 sq. ft., 200 Devices, 10 Gig Internet Port", "asin": "B0CGJGXFCS", "price": "$1,999.99", "quantity": ""},
{"title": "Nest WiFi Point Genie: The Simplest Lowest Profile Outlet Holder Mount for Google Nest WiFi Point | Reinforced Support | Great Sound | Open Access | No Messy Screws! (1-Pack)", "asin": "B082LVSRQS", "price": "$11.99", "quantity": ""},
{"title": "Wall Mount for eero 6, Screwless VHB Holder for Mounting eero 6 Dual-Band mesh Wi-Fi 6 Without Drilling (Strongly Adhesive, 1 Pack)(Not for eero 6+)", "asin": "B08TR1P88J", "price": "$13.69", "quantity": ""},
{"title": "Google Nest Wifi - AC2200 - Mesh WiFi System - Wifi Router - 2200 Sq Ft Coverage - 1 pack", "asin": "B07YMKD6SM", "price": "$44.99", "quantity": ""},
{"title": "Outlet Wall Mount for Google WiFi AC1200, No Messy Wires Space Saving Easily Be Moved Outlet Mount for Google Mesh WiFi Router, Best Design for Winding Power Cord (1 Pack)", "asin": "B08M478JZF", "price": "$9.99", "quantity": ""},
{"title": "TP-Link Deco AX3000 WiFi 6 Mesh System(Deco X55) - Covers up to 6500 Sq.Ft. , Replaces Wireless Router and Extender, 3 Gigabit ports per unit, supports Ethernet Backhaul (3-pack)", "asin": "B09PRB1MZM", "price": "$149.99", "quantity": ""}],
"comparison_items": [{"title": "Google Wifi - AC1200 - Mesh WiFi System - Wifi Router - 1500 Sq Ft Coverage - 1 pack", "asin": "B08GGBZNZ5", "price": "$64.00"},
{"title": "TP-Link Wi-Fi 6 AX3000 Mesh Router System | 2- Mesh Routers | Deco W6000(2-Pack) | 5,000 sq. ft. of WiFi Coverage (Renewed)", "asin": "B0B27NX1K3", "price": "$129.99"},
{"title": "Tenda AX3000 Mesh WiFi 6 System Nova MX12-7000 sq.ft WiFi Coverage for Whole Home - 1.7 GHz Quad-Core CPU - Dual-Band Mesh Network for 160+ Devices - 3 Gigabit Ports per Unit - 3-Pack", "asin": "B0BFDH25CK", "price": "$173.39"},
{"title": "Google Wifi - AC1200 - Mesh WiFi System - Wifi Router - 4500 Sq Ft Coverage - 3 pack", "asin": "B08GG9CMLR", "price": "$154.99"},
{"title": "Google Nest WiFi - AC2200 (2nd Generation) Router and Add On Access Point Mesh Wi-Fi System (Add On Access Point ONLY - Router Sold Separately - Mist (Sand)", "asin": "B09V8CQD7H", "price": "$99.00"},
{"title": "Google WiFi Outlet Holder Mount: [New 2020 \u2013 Present Version \u2013 Round Plug] The Simplest Wall Mount Holder Stand Bracket for Google WiFi Routers and Beacons - No Messy Screws! (3-Pack)", "asin": "B08LF4SFQ2", "price": "$23.99"}]
<|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": "2025-04-10T22:25:58.219Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:46.070Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:50:58.581Z\", \"action\": \"purchase\", \"action_argument\": \"B09NVPJ9ZG\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"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\": \"internet modem\"}],\n\"cart_items\": [{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$31.58\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B08GGBZNZ5\"},\n{\"title\": \"Google Wifi - AC1200 - Mesh WiFi System - Wifi Router - 1500 Sq Ft Coverage - 1 pack\"},\n{\"price\": \"$54.69\"},\n{\"bullet_list\": \"Google Wifi is a scalable, flexible mesh Wifi system that blankets your home in reliable coverage and keeps buffering at bay; 1 Google Wifi point replaces your router and additional points expand your network to keep the connection fast in every room1: Google Wifi gives you whole home coverage1:; 1 Pack covers up to 1500 square feet and 3 Pack covers up to 4500 square feet; points work together to create a mesh network for more Intelligently works behind the scenes to make sure your Wifi remains fast, so you can stream with speed1: Simple setup in a few steps; use the Google Home app to create your network and get online in minutes2: Parental controls let you manage screen time, restrict certain kinds of adult content, and pause Wifi to specific devices on your mesh network whenever you want Easy to control home Wifi system lets you prioritize devices, check your network speeds, set up a guest network, and more Works with all Google Wifi points and can be added to any existing Nest Wifi system; just add more points if you need more coverage\"},\n{\"bullet_list\": \" Google Wifi 1 Pack packaged with a Google Seal for Online Marketplace Please refer to the product description section below for all applicable legal disclaimers denoted by the bracketed numbers in the preceding bullet points (e.g., 1:, 2:, etc.) \"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Size\": \"One Pack\"}],\n\"promotion_items\": [{\"title\": \"Google Nest Wifi - AC2200 - Mesh WiFi System - Wifi Router - 2200 Sq Ft Coverage - 1 pack\", \"asin\": \"B07YMKD6SM\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Deco AX3000 WiFi 6 Mesh System(Deco X55) - Covers up to 6500 Sq.Ft. , Replaces Wireless Router and Extender, 3 Gigabit ports per unit, supports Ethernet Backhaul (3-pack)\", \"asin\": \"B09PRB1MZM\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Outlet Wall Mount for Google WiFi AC1200, No Messy Wires Space Saving Easily Be Mov...\", \"asin\": \"B08M478JZF\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Google WiFi Outlet Holder Mount: [New 2020 \\u2013 Present Version \\u2013 Round Plug] The Simplest Wall Mount Holder Stand Bracket for Google WiFi Routers and Beacons - No Messy Screws! (2-Pack)\", \"asin\": \"B08LF5FLB8\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Google Nest WiFi (2nd Gen) Access Point for AC2200 Mesh Wi-Fi (Router Sold Separately) Add On Access Point Only (Snow)\", \"asin\": \"B09NSCW4YZ\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"The Easy Outlet Shelf by Mount Genie - Works With All Outlets - 60 Second Install - Hidden Cord Cable Storage - Perfect Google Home Mount, Nest Wifi Mount, for Cameras, Voice Assistants, and More\", \"asin\": \"B07L45DK6R\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"2025 WiFi Extender Signal Booster for Home, AC1200Mbps Dual Band 5GHz/2.4GHz, Cover...\", \"asin\": \"B0F3WNDYF3\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Orbi Whole Home Tri-Band WiFi 6 Mesh Network System (RBK752P) \\u2013 Router with 1 Satellite Extender, Security Features, Coverage up to 5,000 sq. ft., 75 Devices, AX5200 802.11ax (Up to 5.2Gbps)\", \"asin\": \"B0CY6LPDVX\", \"price\": \"$329.17\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Orbi 970 Series Quad-Band WiFi 7 Mesh Network System (RBE973S), Router + 2 Satellite Extenders, Security Features, Up to 27Gbps, Covers Up to 10,000 sq. ft., 200 Devices, 10 Gig Internet Port\", \"asin\": \"B0CGJGXFCS\", \"price\": \"$1,999.99\", \"quantity\": \"\"},\n{\"title\": \"Nest WiFi Point Genie: The Simplest Lowest Profile Outlet Holder Mount for Google Nest WiFi Point | Reinforced Support | Great Sound | Open Access | No Messy Screws! (1-Pack)\", \"asin\": \"B082LVSRQS\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Wall Mount for eero 6, Screwless VHB Holder for Mounting eero 6 Dual-Band mesh Wi-Fi 6 Without Drilling (Strongly Adhesive, 1 Pack)(Not for eero 6+)\", \"asin\": \"B08TR1P88J\", \"price\": \"$13.69\", \"quantity\": \"\"},\n{\"title\": \"Google Nest Wifi - AC2200 - Mesh WiFi System - Wifi Router - 2200 Sq Ft Coverage - 1 pack\", \"asin\": \"B07YMKD6SM\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Outlet Wall Mount for Google WiFi AC1200, No Messy Wires Space Saving Easily Be Moved Outlet Mount for Google Mesh WiFi Router, Best Design for Winding Power Cord (1 Pack)\", \"asin\": \"B08M478JZF\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Deco AX3000 WiFi 6 Mesh System(Deco X55) - Covers up to 6500 Sq.Ft. , Replaces Wireless Router and Extender, 3 Gigabit ports per unit, supports Ethernet Backhaul (3-pack)\", \"asin\": \"B09PRB1MZM\", \"price\": \"$149.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Google Wifi - AC1200 - Mesh WiFi System - Wifi Router - 1500 Sq Ft Coverage - 1 pack\", \"asin\": \"B08GGBZNZ5\", \"price\": \"$64.00\"},\n{\"title\": \"TP-Link Wi-Fi 6 AX3000 Mesh Router System | 2- Mesh Routers | Deco W6000(2-Pack) | 5,000 sq. ft. of WiFi Coverage (Renewed)\", \"asin\": \"B0B27NX1K3\", \"price\": \"$129.99\"},\n{\"title\": \"Tenda AX3000 Mesh WiFi 6 System Nova MX12-7000 sq.ft WiFi Coverage for Whole Home - 1.7 GHz Quad-Core CPU - Dual-Band Mesh Network for 160+ Devices - 3 Gigabit Ports per Unit - 3-Pack\", \"asin\": \"B0BFDH25CK\", \"price\": \"$173.39\"},\n{\"title\": \"Google Wifi - AC1200 - Mesh WiFi System - Wifi Router - 4500 Sq Ft Coverage - 3 pack\", \"asin\": \"B08GG9CMLR\", \"price\": \"$154.99\"},\n{\"title\": \"Google Nest WiFi - AC2200 (2nd Generation) Router and Add On Access Point Mesh Wi-Fi System (Add On Access Point ONLY - Router Sold Separately - Mist (Sand)\", \"asin\": \"B09V8CQD7H\", \"price\": \"$99.00\"},\n{\"title\": \"Google WiFi Outlet Holder Mount: [New 2020 \\u2013 Present Version \\u2013 Round Plug] The Simplest Wall Mount Holder Stand Bracket for Google WiFi Routers and Beacons - No Messy Screws! (3-Pack)\", \"asin\": \"B08LF4SFQ2\", \"price\": \"$23.99\"}]\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\": \"2025-04-10T22:26:01.991Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T22:25:58.219Z", "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": "internet modem"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$31.58", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B08GGBZNZ5"},
{"title": "Google Wifi - AC1200 - Mesh WiFi System - Wifi Router - 1500 Sq Ft Coverage - 1 pack"},
{"price": "$54.69"},
{"bullet_list": "Google Wifi is a scalable, flexible mesh Wifi system that blankets your home in reliable coverage and keeps buffering at bay; 1 Google Wifi point replaces your router and additional points expand your network to keep the connection fast in every room1: Google Wifi gives you whole home coverage1:; 1 Pack covers up to 1500 square feet and 3 Pack covers up to 4500 square feet; points work together to create a mesh network for more Intelligently works behind the scenes to make sure your Wifi remains fast, so you can stream with speed1: Simple setup in a few steps; use the Google Home app to create your network and get online in minutes2: Parental controls let you manage screen time, restrict certain kinds of adult content, and pause Wifi to specific devices on your mesh network whenever you want Easy to control home Wifi system lets you prioritize devices, check your network speeds, set up a guest network, and more Works with all Google Wifi points and can be added to any existing Nest Wifi system; just add more points if you need more coverage"},
{"bullet_list": " Google Wifi 1 Pack packaged with a Google Seal for Online Marketplace Please refer to the product description section below for all applicable legal disclaimers denoted by the bracketed numbers in the preceding bullet points (e.g., 1:, 2:, etc.) "}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Size": "One Pack"}],
"promotion_items": [{"title": "Google Nest Wifi - AC2200 - Mesh WiFi System - Wifi Router - 2200 Sq Ft Coverage - 1 pack", "asin": "B07YMKD6SM", "price": "$44.99", "quantity": ""},
{"title": "TP-Link Deco AX3000 WiFi 6 Mesh System(Deco X55) - Covers up to 6500 Sq.Ft. , Replaces Wireless Router and Extender, 3 Gigabit ports per unit, supports Ethernet Backhaul (3-pack)", "asin": "B09PRB1MZM", "price": "$149.99", "quantity": ""},
{"title": "Outlet Wall Mount for Google WiFi AC1200, No Messy Wires Space Saving Easily Be Mov...", "asin": "B08M478JZF", "price": "$9.99", "quantity": ""},
{"title": "Google WiFi Outlet Holder Mount: [New 2020 \u2013 Present Version \u2013 Round Plug] The Simplest Wall Mount Holder Stand Bracket for Google WiFi Routers and Beacons - No Messy Screws! (2-Pack)", "asin": "B08LF5FLB8", "price": "$16.99", "quantity": ""},
{"title": "Google Nest WiFi (2nd Gen) Access Point for AC2200 Mesh Wi-Fi (Router Sold Separately) Add On Access Point Only (Snow)", "asin": "B09NSCW4YZ", "price": "$79.99", "quantity": ""},
{"title": "The Easy Outlet Shelf by Mount Genie - Works With All Outlets - 60 Second Install - Hidden Cord Cable Storage - Perfect Google Home Mount, Nest Wifi Mount, for Cameras, Voice Assistants, and More", "asin": "B07L45DK6R", "price": "$19.99", "quantity": ""},
{"title": "2025 WiFi Extender Signal Booster for Home, AC1200Mbps Dual Band 5GHz/2.4GHz, Cover...", "asin": "B0F3WNDYF3", "price": "$59.99", "quantity": ""},
{"title": "NETGEAR Orbi Whole Home Tri-Band WiFi 6 Mesh Network System (RBK752P) \u2013 Router with 1 Satellite Extender, Security Features, Coverage up to 5,000 sq. ft., 75 Devices, AX5200 802.11ax (Up to 5.2Gbps)", "asin": "B0CY6LPDVX", "price": "$329.17", "quantity": ""},
{"title": "NETGEAR Orbi 970 Series Quad-Band WiFi 7 Mesh Network System (RBE973S), Router + 2 Satellite Extenders, Security Features, Up to 27Gbps, Covers Up to 10,000 sq. ft., 200 Devices, 10 Gig Internet Port", "asin": "B0CGJGXFCS", "price": "$1,999.99", "quantity": ""},
{"title": "Nest WiFi Point Genie: The Simplest Lowest Profile Outlet Holder Mount for Google Nest WiFi Point | Reinforced Support | Great Sound | Open Access | No Messy Screws! (1-Pack)", "asin": "B082LVSRQS", "price": "$11.99", "quantity": ""},
{"title": "Wall Mount for eero 6, Screwless VHB Holder for Mounting eero 6 Dual-Band mesh Wi-Fi 6 Without Drilling (Strongly Adhesive, 1 Pack)(Not for eero 6+)", "asin": "B08TR1P88J", "price": "$13.69", "quantity": ""},
{"title": "Google Nest Wifi - AC2200 - Mesh WiFi System - Wifi Router - 2200 Sq Ft Coverage - 1 pack", "asin": "B07YMKD6SM", "price": "$44.99", "quantity": ""},
{"title": "Outlet Wall Mount for Google WiFi AC1200, No Messy Wires Space Saving Easily Be Moved Outlet Mount for Google Mesh WiFi Router, Best Design for Winding Power Cord (1 Pack)", "asin": "B08M478JZF", "price": "$9.99", "quantity": ""},
{"title": "TP-Link Deco AX3000 WiFi 6 Mesh System(Deco X55) - Covers up to 6500 Sq.Ft. , Replaces Wireless Router and Extender, 3 Gigabit ports per unit, supports Ethernet Backhaul (3-pack)", "asin": "B09PRB1MZM", "price": "$149.99", "quantity": ""}],
"comparison_items": [{"title": "Google Wifi - AC1200 - Mesh WiFi System - Wifi Router - 1500 Sq Ft Coverage - 1 pack", "asin": "B08GGBZNZ5", "price": "$64.00"},
{"title": "TP-Link Wi-Fi 6 AX3000 Mesh Router System | 2- Mesh Routers | Deco W6000(2-Pack) | 5,000 sq. ft. of WiFi Coverage (Renewed)", "asin": "B0B27NX1K3", "price": "$129.99"},
{"title": "Tenda AX3000 Mesh WiFi 6 System Nova MX12-7000 sq.ft WiFi Coverage for Whole Home - 1.7 GHz Quad-Core CPU - Dual-Band Mesh Network for 160+ Devices - 3 Gigabit Ports per Unit - 3-Pack", "asin": "B0BFDH25CK", "price": "$173.39"},
{"title": "Google Wifi - AC1200 - Mesh WiFi System - Wifi Router - 4500 Sq Ft Coverage - 3 pack", "asin": "B08GG9CMLR", "price": "$154.99"},
{"title": "Google Nest WiFi - AC2200 (2nd Generation) Router and Add On Access Point Mesh Wi-Fi System (Add On Access Point ONLY - Router Sold Separately - Mist (Sand)", "asin": "B09V8CQD7H", "price": "$99.00"},
{"title": "Google WiFi Outlet Holder Mount: [New 2020 \u2013 Present Version \u2013 Round Plug] The Simplest Wall Mount Holder Stand Bracket for Google WiFi Routers and Beacons - No Messy Screws! (3-Pack)", "asin": "B08LF4SFQ2", "price": "$23.99"}]
<|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": "2025-04-10T22:26:01.991Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-10T22:26:01.991Z
|
click
|
search
|
rule
|
2025-04-10T22:26:01.991Z
|
click
|
search
|
train
| 321 |
2025-04-10T22:26:01.991Z
|
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": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T22:25:58.219Z", "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": "internet modem"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$31.58", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B08GGBZNZ5"},
{"title": "Google Wifi - AC1200 - Mesh WiFi System - Wifi Router - 1500 Sq Ft Coverage - 1 pack"},
{"price": "$54.69"},
{"bullet_list": "Google Wifi is a scalable, flexible mesh Wifi system that blankets your home in reliable coverage and keeps buffering at bay; 1 Google Wifi point replaces your router and additional points expand your network to keep the connection fast in every room1: Google Wifi gives you whole home coverage1:; 1 Pack covers up to 1500 square feet and 3 Pack covers up to 4500 square feet; points work together to create a mesh network for more Intelligently works behind the scenes to make sure your Wifi remains fast, so you can stream with speed1: Simple setup in a few steps; use the Google Home app to create your network and get online in minutes2: Parental controls let you manage screen time, restrict certain kinds of adult content, and pause Wifi to specific devices on your mesh network whenever you want Easy to control home Wifi system lets you prioritize devices, check your network speeds, set up a guest network, and more Works with all Google Wifi points and can be added to any existing Nest Wifi system; just add more points if you need more coverage"},
{"bullet_list": " Google Wifi 1 Pack packaged with a Google Seal for Online Marketplace Please refer to the product description section below for all applicable legal disclaimers denoted by the bracketed numbers in the preceding bullet points (e.g., 1:, 2:, etc.) "}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Size": "One Pack"}],
"promotion_items": [{"title": "Google Nest Wifi - AC2200 - Mesh WiFi System - Wifi Router - 2200 Sq Ft Coverage - 1 pack", "asin": "B07YMKD6SM", "price": "$44.99", "quantity": ""},
{"title": "TP-Link Deco AX3000 WiFi 6 Mesh System(Deco X55) - Covers up to 6500 Sq.Ft. , Replaces Wireless Router and Extender, 3 Gigabit ports per unit, supports Ethernet Backhaul (3-pack)", "asin": "B09PRB1MZM", "price": "$149.99", "quantity": ""},
{"title": "Outlet Wall Mount for Google WiFi AC1200, No Messy Wires Space Saving Easily Be Mov...", "asin": "B08M478JZF", "price": "$9.99", "quantity": ""},
{"title": "Google WiFi Outlet Holder Mount: [New 2020 \u2013 Present Version \u2013 Round Plug] The Simplest Wall Mount Holder Stand Bracket for Google WiFi Routers and Beacons - No Messy Screws! (2-Pack)", "asin": "B08LF5FLB8", "price": "$16.99", "quantity": ""},
{"title": "Google Nest WiFi (2nd Gen) Access Point for AC2200 Mesh Wi-Fi (Router Sold Separately) Add On Access Point Only (Snow)", "asin": "B09NSCW4YZ", "price": "$79.99", "quantity": ""},
{"title": "The Easy Outlet Shelf by Mount Genie - Works With All Outlets - 60 Second Install - Hidden Cord Cable Storage - Perfect Google Home Mount, Nest Wifi Mount, for Cameras, Voice Assistants, and More", "asin": "B07L45DK6R", "price": "$19.99", "quantity": ""},
{"title": "2025 WiFi Extender Signal Booster for Home, AC1200Mbps Dual Band 5GHz/2.4GHz, Cover...", "asin": "B0F3WNDYF3", "price": "$59.99", "quantity": ""},
{"title": "NETGEAR Orbi Whole Home Tri-Band WiFi 6 Mesh Network System (RBK752P) \u2013 Router with 1 Satellite Extender, Security Features, Coverage up to 5,000 sq. ft., 75 Devices, AX5200 802.11ax (Up to 5.2Gbps)", "asin": "B0CY6LPDVX", "price": "$329.17", "quantity": ""},
{"title": "NETGEAR Orbi 970 Series Quad-Band WiFi 7 Mesh Network System (RBE973S), Router + 2 Satellite Extenders, Security Features, Up to 27Gbps, Covers Up to 10,000 sq. ft., 200 Devices, 10 Gig Internet Port", "asin": "B0CGJGXFCS", "price": "$1,999.99", "quantity": ""},
{"title": "Nest WiFi Point Genie: The Simplest Lowest Profile Outlet Holder Mount for Google Nest WiFi Point | Reinforced Support | Great Sound | Open Access | No Messy Screws! (1-Pack)", "asin": "B082LVSRQS", "price": "$11.99", "quantity": ""},
{"title": "Wall Mount for eero 6, Screwless VHB Holder for Mounting eero 6 Dual-Band mesh Wi-Fi 6 Without Drilling (Strongly Adhesive, 1 Pack)(Not for eero 6+)", "asin": "B08TR1P88J", "price": "$13.69", "quantity": ""},
{"title": "Google Nest Wifi - AC2200 - Mesh WiFi System - Wifi Router - 2200 Sq Ft Coverage - 1 pack", "asin": "B07YMKD6SM", "price": "$44.99", "quantity": ""},
{"title": "Outlet Wall Mount for Google WiFi AC1200, No Messy Wires Space Saving Easily Be Moved Outlet Mount for Google Mesh WiFi Router, Best Design for Winding Power Cord (1 Pack)", "asin": "B08M478JZF", "price": "$9.99", "quantity": ""},
{"title": "TP-Link Deco AX3000 WiFi 6 Mesh System(Deco X55) - Covers up to 6500 Sq.Ft. , Replaces Wireless Router and Extender, 3 Gigabit ports per unit, supports Ethernet Backhaul (3-pack)", "asin": "B09PRB1MZM", "price": "$149.99", "quantity": ""}],
"comparison_items": [{"title": "Google Wifi - AC1200 - Mesh WiFi System - Wifi Router - 1500 Sq Ft Coverage - 1 pack", "asin": "B08GGBZNZ5", "price": "$64.00"},
{"title": "TP-Link Wi-Fi 6 AX3000 Mesh Router System | 2- Mesh Routers | Deco W6000(2-Pack) | 5,000 sq. ft. of WiFi Coverage (Renewed)", "asin": "B0B27NX1K3", "price": "$129.99"},
{"title": "Tenda AX3000 Mesh WiFi 6 System Nova MX12-7000 sq.ft WiFi Coverage for Whole Home - 1.7 GHz Quad-Core CPU - Dual-Band Mesh Network for 160+ Devices - 3 Gigabit Ports per Unit - 3-Pack", "asin": "B0BFDH25CK", "price": "$173.39"},
{"title": "Google Wifi - AC1200 - Mesh WiFi System - Wifi Router - 4500 Sq Ft Coverage - 3 pack", "asin": "B08GG9CMLR", "price": "$154.99"},
{"title": "Google Nest WiFi - AC2200 (2nd Generation) Router and Add On Access Point Mesh Wi-Fi System (Add On Access Point ONLY - Router Sold Separately - Mist (Sand)", "asin": "B09V8CQD7H", "price": "$99.00"},
{"title": "Google WiFi Outlet Holder Mount: [New 2020 \u2013 Present Version \u2013 Round Plug] The Simplest Wall Mount Holder Stand Bracket for Google WiFi Routers and Beacons - No Messy Screws! (3-Pack)", "asin": "B08LF4SFQ2", "price": "$23.99"}]
<|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": "2025-04-10T22:26:01.991Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:46.070Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:50:58.581Z\", \"action\": \"purchase\", \"action_argument\": \"B09NVPJ9ZG\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"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\": \"internet modem\"}],\n\"cart_items\": [{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$31.58\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Motorola MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds\", \"asin\": \"\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Hitron CODA DOCSIS 3.1 Modem | 1 Gbps Max Internet Speeds | Certified with Comcast Xfinity, Charter Spectrum, Cox & More | 10x Faster Than DOCSIS 3.0 | 1 Gbps Ethernet Cable Modem ONLY\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"\", \"price\": \"$199.98\", \"quantity\": \"\"},\n{\"title\": \"ARRIS (G18) - Cable Modem Router Combo - Fast DOCSIS 3.1 Multi-Gigabit WiFi 6 (AX1800), Approved for Comcast Xfinity, Cox, Spectrum & More\", \"asin\": \"\", \"price\": \"$179.00\", \"quantity\": \"\"},\n{\"title\": \"ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty\", \"asin\": \"\", \"price\": \"$219.00\", \"quantity\": \"\"},\n{\"title\": \"Hitron CODA DOCSIS 3.1 Modem | 1 Gbps Max Internet Speeds | Certified with Comcast Xfinity, Charter Spectrum, Cox & More | 10x Faster Than DOCSIS 3.0 | 1 Gbps Ethernet Cable Modem ONLY\", \"asin\": \"B0981553MT\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Motorola MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds\", \"asin\": \"B08DDFKXKC\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Orbi 970 Series Quad-Band WiFi 7 Mesh Network System (RBE973S), Router + 2 Satellite Extenders, Security Features, Up to 27Gbps, Covers Up to 10,000 sq. ft., 200 Devices, 10 Gig Internet Port\", \"asin\": \"B0CGJGXFCS\", \"price\": \"$1,999.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"quantity\": \"\"},\n{\"title\": \"ARRIS (G18) - Cable Modem Router Combo - Fast DOCSIS 3.1 Multi-Gigabit WiFi 6 (AX1800), Approved for Comcast Xfinity, Cox, Spectrum & More\", \"asin\": \"B0DV1VFFVJ\", \"price\": \"$179.00\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \\u2013 Approved for Today\\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps\", \"asin\": \"B0D3FHM3BC\"},\n{\"title\": \"NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM2500) \\u2013 Approved for Today\\u2019s Faster Speeds & Compatible with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2Gbps\", \"asin\": \"B0D3W6N667\"},\n{\"title\": \"NETGEAR Nighthawk Modem Router Combo (CAX30) DOCSIS 3.1 Cable Modem and WiFi 6 Router - AX2700 2.7 Gbps - Compatible with Xfinity, Spectrum, Cox, and More - Gigabit Wireless Internet\", \"asin\": \"B0D6GZDYS3\"}],\n\"search_results\": [{\"title\": \"Amazon eero 6+ mesh wifi router - Supports internet plans up to a Gigabit, Coverage up to 1,500 sq. ft., Connect 75+ devices, 1-pack\", \"asin\": \"B08ZK39NSL\", \"price\": \"$139.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Certified Refurbished Amazon eero mesh WiFi router\", \"asin\": \"B07WMMD6DD\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black\", \"asin\": \"B07Q5VM51Y\", \"price\": \"$188.77\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"ARRIS (SB8200) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels\", \"asin\": \"B07DY16W2Z\", \"price\": \"$168.27\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"NETGEAR Cable Modem CM500 - Compatible with All Cable Providers Including Xfinity by Comcast, Spectrum, Cox | for Cable Plans Up to 400Mbps | DOCSIS 3.0\", \"asin\": \"B06XH46MWW\", \"price\": \"$48.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"ARRIS (SB6190) - Cable Modem - Fast DOCSIS 3.0 32x8 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 800 Mbps Max Internet Speed, 2 Year Warranty - White\", \"asin\": \"B016PE1X5K\", \"price\": \"$63.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"NETGEAR Wi-Fi Range Extender EX6120 - Coverage Up to 1500 Sq Ft and 25 Devices with AC1200 Dual Band Wireless Signal Booster & Repeater (Up to 1200Mbps Speed), and Compact Wall Plug Design, White\", \"asin\": \"B014YN7LVE\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Netgear Nighthawk Cable Modem WiFi Router Combo C7000-Compatibility Cable Providers Including Xfinity by Comcast, Spectrum, Cox (Renewed)\", \"asin\": \"B07WMRBGC7\", \"price\": \"$99.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Motorola MB7621 Cable Modem | Pairs with Any WiFi Router | Approved by Comcast Xfinity, Cox, and Spectrum | for Cable Plans Up to 900 Mbps | DOCSIS 3.0\", \"asin\": \"B077BL65HS\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Hitron CODA56 Multi-Gigabit DOCSIS 3.1 Modem | 2.5 Gbps Max Internet Speeds | Certified with Xfinity, Charter Spectrum, Cox | 10x Faster Than DOCSIS 3.0 | 2.5 Gbps Ethernet Cable Modem ONLY\", \"asin\": \"B0BKZ4DHNL\", \"price\": \"$139.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty\", \"asin\": \"B0D94ZWX81\", \"price\": \"$219.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"TP-Link AX1800 WiFi 6 Router V4 (Archer AX21) - Dual Band Wireless Internet, Gigabit, Easy Mesh, Works With Alexa - A Certified for Humans Device\", \"asin\": \"B08H8ZLKKK\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \\u2013 Approved for Today\\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps\", \"asin\": \"B0D3FHM3BC\", \"price\": \"$299.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"NETGEAR Nighthawk Modem Router Combo (CAX30) DOCSIS 3.1 Cable Modem and WiFi 6 Router - AX2700 2.7 Gbps - Compatible with Xfinity, Spectrum, Cox, and More - Gigabit Wireless Internet\", \"asin\": \"B0D6GZDYS3\", \"price\": \"$269.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"NETGEAR Cable Modem CM700 - Compatible with all Cable Providers incl. Xfinity, Spectrum, Cox | For Cable Plans up to 800Mbps | DOCSIS 3.0| Black\", \"asin\": \"B01M981YYL\", \"price\": \"$99.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"GlocalMe U3 4G LTE Mobile Hotspot, Portable WiFi Hotspot for Travel in 200+ Countries, No SIM Card Needed, Smart Local Network Auto-Selection with Global 1GB Data 90 Days, Pocket WiFi (U3 White)\", \"asin\": \"B096LQ8YZH\", \"price\": \"$109.00\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"ARRIS (SB6190-RB) - Cable Modem - Fast DOCSIS 3.0 32x8 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 800 Mbps Max Internet Speed, 2 Year Warranty - Renewed\", \"asin\": \"B06XPRDVDC\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"ARRIS (S33) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit WiFi For Comcast Xfinity, Cox, Spectrum & More 1 & 2.5 Gbps Ports 2.5 Gbps Max Internet Speeds 4 OFDM Channels 2 Year Warranty\", \"asin\": \"B08FMSC5WZ\", \"price\": \"$189.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"ARRIS (SB8200-RB) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels - Renewed\", \"asin\": \"B07M8BNVSD\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Motorola MG7550 - Modem with Built in WiFi | Approved for Comcast Xfinity, Cox | For Plans Up to 300 Mbps | DOCSIS 3.0 + AC1900 WiFi Router | Power Boost Enabled\", \"asin\": \"B01JGT2JI6\", \"price\": \"$88.15\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"NETGEAR Orbi 970 Series Quad-Band WiFi 7 Mesh Network System (RBE973S), Router + 2 Satellite Extenders, Security Features, Up to 27Gbps, Covers Up to 10,000 sq. ft., 200 Devices, 10 Gig Internet Port\", \"asin\": \"B0CGJGXFCS\", \"price\": \"$1,999.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"ARRIS (G34) - Cable Modem Router Combo - Fast DOCSIS 3.1 Gigabit WiFi 6 (AX3000), Approved for Comcast Xfinity, Cox, Spectrum & More, 1 Gbps Max Internet Speeds\", \"asin\": \"B096W716BY\", \"price\": \"$199.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"NETGEAR Nighthawk Cable Modem CM1200 - Compatible with All Cable Providers| For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet Ports | DOCSIS 3.1, Black (Renewed)\", \"asin\": \"B08HY7KRPT\", \"price\": \"$104.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Only 17 left in stock - order soon.\"},\n{\"title\": \"ARRIS Surfboard SB6190 32x8 DOCSIS 3.0 Cable Modem with 1.4 Gbps Download and 262 Upload Speeds, White (Non-Retail Packaging) (Renewed)\", \"asin\": \"B09J966JY9\", \"price\": \"$28.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"ARRIS (SB6183-RB) Cable Modem - Fast DOCSIS 3.0 16x4 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 400 Mbps Max Internet Speed, 2 Year Warranty - Renewed\", \"asin\": \"B01ERK1JLM\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support\", \"asin\": \"B0CJSNSVMR\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"NETGEAR Cable Modem DOCSIS 3.1 (CM1000) Gigabit Modem, Compatible with All Major Cable Providers Including Xfinity, Spectrum, Cox, For Cable Plans Up to 1 Gbps,Black\", \"asin\": \"B01I5TJGSE\", \"price\": \"$175.21\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"ARRIS (SBG10) - Cable Modem Router Combo - Fast DOCSIS 3.0 16 x 4 Gigabit & AC1600 WiFi, For Comcast Xfinity, Cox, Spectrum, 400 Mbps Max Internet Speeds\", \"asin\": \"B07H42QXF1\", \"price\": \"$83.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"NETGEAR Nighthawk Cable Modem WiFi 6 Router Combo, AX2700, DOCSIS 3.1 - Compatible with Xfinity, Spectrum, Cox\", \"asin\": \"B092VZBNCC\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:31:03.659Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "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": "internet modem"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$31.58", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"promotion_items": [{"title": "Motorola MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds", "asin": "", "price": "$189.99", "quantity": ""},
{"title": "Hitron CODA DOCSIS 3.1 Modem | 1 Gbps Max Internet Speeds | Certified with Comcast Xfinity, Charter Spectrum, Cox & More | 10x Faster Than DOCSIS 3.0 | 1 Gbps Ethernet Cable Modem ONLY", "asin": "", "price": "$99.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "", "price": "$199.98", "quantity": ""},
{"title": "ARRIS (G18) - Cable Modem Router Combo - Fast DOCSIS 3.1 Multi-Gigabit WiFi 6 (AX1800), Approved for Comcast Xfinity, Cox, Spectrum & More", "asin": "", "price": "$179.00", "quantity": ""},
{"title": "ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty", "asin": "", "price": "$219.00", "quantity": ""},
{"title": "Hitron CODA DOCSIS 3.1 Modem | 1 Gbps Max Internet Speeds | Certified with Comcast Xfinity, Charter Spectrum, Cox & More | 10x Faster Than DOCSIS 3.0 | 1 Gbps Ethernet Cable Modem ONLY", "asin": "B0981553MT", "price": "$99.99", "quantity": ""},
{"title": "Motorola MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds", "asin": "B08DDFKXKC", "price": "$189.99", "quantity": ""},
{"title": "NETGEAR Orbi 970 Series Quad-Band WiFi 7 Mesh Network System (RBE973S), Router + 2 Satellite Extenders, Security Features, Up to 27Gbps, Covers Up to 10,000 sq. ft., 200 Devices, 10 Gig Internet Port", "asin": "B0CGJGXFCS", "price": "$1,999.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": ""},
{"title": "ARRIS (G18) - Cable Modem Router Combo - Fast DOCSIS 3.1 Multi-Gigabit WiFi 6 (AX1800), Approved for Comcast Xfinity, Cox, Spectrum & More", "asin": "B0DV1VFFVJ", "price": "$179.00", "quantity": ""}],
"ads": [{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \u2013 Approved for Today\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps", "asin": "B0D3FHM3BC"},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM2500) \u2013 Approved for Today\u2019s Faster Speeds & Compatible with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2Gbps", "asin": "B0D3W6N667"},
{"title": "NETGEAR Nighthawk Modem Router Combo (CAX30) DOCSIS 3.1 Cable Modem and WiFi 6 Router - AX2700 2.7 Gbps - Compatible with Xfinity, Spectrum, Cox, and More - Gigabit Wireless Internet", "asin": "B0D6GZDYS3"}],
"search_results": [{"title": "Amazon eero 6+ mesh wifi router - Supports internet plans up to a Gigabit, Coverage up to 1,500 sq. ft., Connect 75+ devices, 1-pack", "asin": "B08ZK39NSL", "price": "$139.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Certified Refurbished Amazon eero mesh WiFi router", "asin": "B07WMMD6DD", "price": "$37.99", "delivery": "FREE delivery Mon, Apr 14"},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (SB8200) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels", "asin": "B07DY16W2Z", "price": "$168.27", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Cable Modem CM500 - Compatible with All Cable Providers Including Xfinity by Comcast, Spectrum, Cox | for Cable Plans Up to 400Mbps | DOCSIS 3.0", "asin": "B06XH46MWW", "price": "$48.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (SB6190) - Cable Modem - Fast DOCSIS 3.0 32x8 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 800 Mbps Max Internet Speed, 2 Year Warranty - White", "asin": "B016PE1X5K", "price": "$63.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Wi-Fi Range Extender EX6120 - Coverage Up to 1500 Sq Ft and 25 Devices with AC1200 Dual Band Wireless Signal Booster & Repeater (Up to 1200Mbps Speed), and Compact Wall Plug Design, White", "asin": "B014YN7LVE", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Netgear Nighthawk Cable Modem WiFi Router Combo C7000-Compatibility Cable Providers Including Xfinity by Comcast, Spectrum, Cox (Renewed)", "asin": "B07WMRBGC7", "price": "$99.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Motorola MB7621 Cable Modem | Pairs with Any WiFi Router | Approved by Comcast Xfinity, Cox, and Spectrum | for Cable Plans Up to 900 Mbps | DOCSIS 3.0", "asin": "B077BL65HS", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Hitron CODA56 Multi-Gigabit DOCSIS 3.1 Modem | 2.5 Gbps Max Internet Speeds | Certified with Xfinity, Charter Spectrum, Cox | 10x Faster Than DOCSIS 3.0 | 2.5 Gbps Ethernet Cable Modem ONLY", "asin": "B0BKZ4DHNL", "price": "$139.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty", "asin": "B0D94ZWX81", "price": "$219.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "TP-Link AX1800 WiFi 6 Router V4 (Archer AX21) - Dual Band Wireless Internet, Gigabit, Easy Mesh, Works With Alexa - A Certified for Humans Device", "asin": "B08H8ZLKKK", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \u2013 Approved for Today\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps", "asin": "B0D3FHM3BC", "price": "$299.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Nighthawk Modem Router Combo (CAX30) DOCSIS 3.1 Cable Modem and WiFi 6 Router - AX2700 2.7 Gbps - Compatible with Xfinity, Spectrum, Cox, and More - Gigabit Wireless Internet", "asin": "B0D6GZDYS3", "price": "$269.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "NETGEAR Cable Modem CM700 - Compatible with all Cable Providers incl. Xfinity, Spectrum, Cox | For Cable Plans up to 800Mbps | DOCSIS 3.0| Black", "asin": "B01M981YYL", "price": "$99.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "GlocalMe U3 4G LTE Mobile Hotspot, Portable WiFi Hotspot for Travel in 200+ Countries, No SIM Card Needed, Smart Local Network Auto-Selection with Global 1GB Data 90 Days, Pocket WiFi (U3 White)", "asin": "B096LQ8YZH", "price": "$109.00", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "ARRIS (SB6190-RB) - Cable Modem - Fast DOCSIS 3.0 32x8 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 800 Mbps Max Internet Speed, 2 Year Warranty - Renewed", "asin": "B06XPRDVDC", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (S33) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit WiFi For Comcast Xfinity, Cox, Spectrum & More 1 & 2.5 Gbps Ports 2.5 Gbps Max Internet Speeds 4 OFDM Channels 2 Year Warranty", "asin": "B08FMSC5WZ", "price": "$189.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (SB8200-RB) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels - Renewed", "asin": "B07M8BNVSD", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Motorola MG7550 - Modem with Built in WiFi | Approved for Comcast Xfinity, Cox | For Plans Up to 300 Mbps | DOCSIS 3.0 + AC1900 WiFi Router | Power Boost Enabled", "asin": "B01JGT2JI6", "price": "$88.15", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Orbi 970 Series Quad-Band WiFi 7 Mesh Network System (RBE973S), Router + 2 Satellite Extenders, Security Features, Up to 27Gbps, Covers Up to 10,000 sq. ft., 200 Devices, 10 Gig Internet Port", "asin": "B0CGJGXFCS", "price": "$1,999.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "ARRIS (G34) - Cable Modem Router Combo - Fast DOCSIS 3.1 Gigabit WiFi 6 (AX3000), Approved for Comcast Xfinity, Cox, Spectrum & More, 1 Gbps Max Internet Speeds", "asin": "B096W716BY", "price": "$199.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with All Cable Providers| For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet Ports | DOCSIS 3.1, Black (Renewed)", "asin": "B08HY7KRPT", "price": "$104.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Only 17 left in stock - order soon."},
{"title": "ARRIS Surfboard SB6190 32x8 DOCSIS 3.0 Cable Modem with 1.4 Gbps Download and 262 Upload Speeds, White (Non-Retail Packaging) (Renewed)", "asin": "B09J966JY9", "price": "$28.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (SB6183-RB) Cable Modem - Fast DOCSIS 3.0 16x4 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 400 Mbps Max Internet Speed, 2 Year Warranty - Renewed", "asin": "B01ERK1JLM", "price": "$29.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Cable Modem DOCSIS 3.1 (CM1000) Gigabit Modem, Compatible with All Major Cable Providers Including Xfinity, Spectrum, Cox, For Cable Plans Up to 1 Gbps,Black", "asin": "B01I5TJGSE", "price": "$175.21", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (SBG10) - Cable Modem Router Combo - Fast DOCSIS 3.0 16 x 4 Gigabit & AC1600 WiFi, For Comcast Xfinity, Cox, Spectrum, 400 Mbps Max Internet Speeds", "asin": "B07H42QXF1", "price": "$83.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Nighthawk Cable Modem WiFi 6 Router Combo, AX2700, DOCSIS 3.1 - Compatible with Xfinity, Spectrum, Cox", "asin": "B092VZBNCC", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T22:31:03.659Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-10T22:31:03.659Z
|
input
|
internet modem x
|
rule
|
2025-04-10T22:31:03.659Z
|
input
|
internet modem x
|
train
| 322 |
2025-04-10T22:31:03.659Z
|
input
|
internet modem x
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "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": "internet modem"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$31.58", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"promotion_items": [{"title": "Motorola MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds", "asin": "", "price": "$189.99", "quantity": ""},
{"title": "Hitron CODA DOCSIS 3.1 Modem | 1 Gbps Max Internet Speeds | Certified with Comcast Xfinity, Charter Spectrum, Cox & More | 10x Faster Than DOCSIS 3.0 | 1 Gbps Ethernet Cable Modem ONLY", "asin": "", "price": "$99.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "", "price": "$199.98", "quantity": ""},
{"title": "ARRIS (G18) - Cable Modem Router Combo - Fast DOCSIS 3.1 Multi-Gigabit WiFi 6 (AX1800), Approved for Comcast Xfinity, Cox, Spectrum & More", "asin": "", "price": "$179.00", "quantity": ""},
{"title": "ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty", "asin": "", "price": "$219.00", "quantity": ""},
{"title": "Hitron CODA DOCSIS 3.1 Modem | 1 Gbps Max Internet Speeds | Certified with Comcast Xfinity, Charter Spectrum, Cox & More | 10x Faster Than DOCSIS 3.0 | 1 Gbps Ethernet Cable Modem ONLY", "asin": "B0981553MT", "price": "$99.99", "quantity": ""},
{"title": "Motorola MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds", "asin": "B08DDFKXKC", "price": "$189.99", "quantity": ""},
{"title": "NETGEAR Orbi 970 Series Quad-Band WiFi 7 Mesh Network System (RBE973S), Router + 2 Satellite Extenders, Security Features, Up to 27Gbps, Covers Up to 10,000 sq. ft., 200 Devices, 10 Gig Internet Port", "asin": "B0CGJGXFCS", "price": "$1,999.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": ""},
{"title": "ARRIS (G18) - Cable Modem Router Combo - Fast DOCSIS 3.1 Multi-Gigabit WiFi 6 (AX1800), Approved for Comcast Xfinity, Cox, Spectrum & More", "asin": "B0DV1VFFVJ", "price": "$179.00", "quantity": ""}],
"ads": [{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \u2013 Approved for Today\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps", "asin": "B0D3FHM3BC"},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM2500) \u2013 Approved for Today\u2019s Faster Speeds & Compatible with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2Gbps", "asin": "B0D3W6N667"},
{"title": "NETGEAR Nighthawk Modem Router Combo (CAX30) DOCSIS 3.1 Cable Modem and WiFi 6 Router - AX2700 2.7 Gbps - Compatible with Xfinity, Spectrum, Cox, and More - Gigabit Wireless Internet", "asin": "B0D6GZDYS3"}],
"search_results": [{"title": "Amazon eero 6+ mesh wifi router - Supports internet plans up to a Gigabit, Coverage up to 1,500 sq. ft., Connect 75+ devices, 1-pack", "asin": "B08ZK39NSL", "price": "$139.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Certified Refurbished Amazon eero mesh WiFi router", "asin": "B07WMMD6DD", "price": "$37.99", "delivery": "FREE delivery Mon, Apr 14"},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (SB8200) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels", "asin": "B07DY16W2Z", "price": "$168.27", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Cable Modem CM500 - Compatible with All Cable Providers Including Xfinity by Comcast, Spectrum, Cox | for Cable Plans Up to 400Mbps | DOCSIS 3.0", "asin": "B06XH46MWW", "price": "$48.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (SB6190) - Cable Modem - Fast DOCSIS 3.0 32x8 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 800 Mbps Max Internet Speed, 2 Year Warranty - White", "asin": "B016PE1X5K", "price": "$63.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Wi-Fi Range Extender EX6120 - Coverage Up to 1500 Sq Ft and 25 Devices with AC1200 Dual Band Wireless Signal Booster & Repeater (Up to 1200Mbps Speed), and Compact Wall Plug Design, White", "asin": "B014YN7LVE", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Netgear Nighthawk Cable Modem WiFi Router Combo C7000-Compatibility Cable Providers Including Xfinity by Comcast, Spectrum, Cox (Renewed)", "asin": "B07WMRBGC7", "price": "$99.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Motorola MB7621 Cable Modem | Pairs with Any WiFi Router | Approved by Comcast Xfinity, Cox, and Spectrum | for Cable Plans Up to 900 Mbps | DOCSIS 3.0", "asin": "B077BL65HS", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Hitron CODA56 Multi-Gigabit DOCSIS 3.1 Modem | 2.5 Gbps Max Internet Speeds | Certified with Xfinity, Charter Spectrum, Cox | 10x Faster Than DOCSIS 3.0 | 2.5 Gbps Ethernet Cable Modem ONLY", "asin": "B0BKZ4DHNL", "price": "$139.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty", "asin": "B0D94ZWX81", "price": "$219.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "TP-Link AX1800 WiFi 6 Router V4 (Archer AX21) - Dual Band Wireless Internet, Gigabit, Easy Mesh, Works With Alexa - A Certified for Humans Device", "asin": "B08H8ZLKKK", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \u2013 Approved for Today\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps", "asin": "B0D3FHM3BC", "price": "$299.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Nighthawk Modem Router Combo (CAX30) DOCSIS 3.1 Cable Modem and WiFi 6 Router - AX2700 2.7 Gbps - Compatible with Xfinity, Spectrum, Cox, and More - Gigabit Wireless Internet", "asin": "B0D6GZDYS3", "price": "$269.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "NETGEAR Cable Modem CM700 - Compatible with all Cable Providers incl. Xfinity, Spectrum, Cox | For Cable Plans up to 800Mbps | DOCSIS 3.0| Black", "asin": "B01M981YYL", "price": "$99.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "GlocalMe U3 4G LTE Mobile Hotspot, Portable WiFi Hotspot for Travel in 200+ Countries, No SIM Card Needed, Smart Local Network Auto-Selection with Global 1GB Data 90 Days, Pocket WiFi (U3 White)", "asin": "B096LQ8YZH", "price": "$109.00", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "ARRIS (SB6190-RB) - Cable Modem - Fast DOCSIS 3.0 32x8 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 800 Mbps Max Internet Speed, 2 Year Warranty - Renewed", "asin": "B06XPRDVDC", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (S33) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit WiFi For Comcast Xfinity, Cox, Spectrum & More 1 & 2.5 Gbps Ports 2.5 Gbps Max Internet Speeds 4 OFDM Channels 2 Year Warranty", "asin": "B08FMSC5WZ", "price": "$189.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (SB8200-RB) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels - Renewed", "asin": "B07M8BNVSD", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Motorola MG7550 - Modem with Built in WiFi | Approved for Comcast Xfinity, Cox | For Plans Up to 300 Mbps | DOCSIS 3.0 + AC1900 WiFi Router | Power Boost Enabled", "asin": "B01JGT2JI6", "price": "$88.15", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Orbi 970 Series Quad-Band WiFi 7 Mesh Network System (RBE973S), Router + 2 Satellite Extenders, Security Features, Up to 27Gbps, Covers Up to 10,000 sq. ft., 200 Devices, 10 Gig Internet Port", "asin": "B0CGJGXFCS", "price": "$1,999.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "ARRIS (G34) - Cable Modem Router Combo - Fast DOCSIS 3.1 Gigabit WiFi 6 (AX3000), Approved for Comcast Xfinity, Cox, Spectrum & More, 1 Gbps Max Internet Speeds", "asin": "B096W716BY", "price": "$199.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with All Cable Providers| For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet Ports | DOCSIS 3.1, Black (Renewed)", "asin": "B08HY7KRPT", "price": "$104.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Only 17 left in stock - order soon."},
{"title": "ARRIS Surfboard SB6190 32x8 DOCSIS 3.0 Cable Modem with 1.4 Gbps Download and 262 Upload Speeds, White (Non-Retail Packaging) (Renewed)", "asin": "B09J966JY9", "price": "$28.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (SB6183-RB) Cable Modem - Fast DOCSIS 3.0 16x4 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 400 Mbps Max Internet Speed, 2 Year Warranty - Renewed", "asin": "B01ERK1JLM", "price": "$29.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Cable Modem DOCSIS 3.1 (CM1000) Gigabit Modem, Compatible with All Major Cable Providers Including Xfinity, Spectrum, Cox, For Cable Plans Up to 1 Gbps,Black", "asin": "B01I5TJGSE", "price": "$175.21", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (SBG10) - Cable Modem Router Combo - Fast DOCSIS 3.0 16 x 4 Gigabit & AC1600 WiFi, For Comcast Xfinity, Cox, Spectrum, 400 Mbps Max Internet Speeds", "asin": "B07H42QXF1", "price": "$83.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Nighthawk Cable Modem WiFi 6 Router Combo, AX2700, DOCSIS 3.1 - Compatible with Xfinity, Spectrum, Cox", "asin": "B092VZBNCC", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T22:31:03.659Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:46.070Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:50:58.581Z\", \"action\": \"purchase\", \"action_argument\": \"B09NVPJ9ZG\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"internet modem x\"}],\n\"cart_items\": [{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$31.58\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Motorola MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds\", \"asin\": \"\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Hitron CODA DOCSIS 3.1 Modem | 1 Gbps Max Internet Speeds | Certified with Comcast Xfinity, Charter Spectrum, Cox & More | 10x Faster Than DOCSIS 3.0 | 1 Gbps Ethernet Cable Modem ONLY\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"\", \"price\": \"$199.98\", \"quantity\": \"\"},\n{\"title\": \"ARRIS (G18) - Cable Modem Router Combo - Fast DOCSIS 3.1 Multi-Gigabit WiFi 6 (AX1800), Approved for Comcast Xfinity, Cox, Spectrum & More\", \"asin\": \"\", \"price\": \"$179.00\", \"quantity\": \"\"},\n{\"title\": \"ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty\", \"asin\": \"\", \"price\": \"$219.00\", \"quantity\": \"\"},\n{\"title\": \"Hitron CODA DOCSIS 3.1 Modem | 1 Gbps Max Internet Speeds | Certified with Comcast Xfinity, Charter Spectrum, Cox & More | 10x Faster Than DOCSIS 3.0 | 1 Gbps Ethernet Cable Modem ONLY\", \"asin\": \"B0981553MT\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Motorola MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds\", \"asin\": \"B08DDFKXKC\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Orbi 970 Series Quad-Band WiFi 7 Mesh Network System (RBE973S), Router + 2 Satellite Extenders, Security Features, Up to 27Gbps, Covers Up to 10,000 sq. ft., 200 Devices, 10 Gig Internet Port\", \"asin\": \"B0CGJGXFCS\", \"price\": \"$1,999.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"quantity\": \"\"},\n{\"title\": \"ARRIS (G18) - Cable Modem Router Combo - Fast DOCSIS 3.1 Multi-Gigabit WiFi 6 (AX1800), Approved for Comcast Xfinity, Cox, Spectrum & More\", \"asin\": \"B0DV1VFFVJ\", \"price\": \"$179.00\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \\u2013 Approved for Today\\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps\", \"asin\": \"B0D3FHM3BC\"},\n{\"title\": \"NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM2500) \\u2013 Approved for Today\\u2019s Faster Speeds & Compatible with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2Gbps\", \"asin\": \"B0D3W6N667\"},\n{\"title\": \"NETGEAR Nighthawk Modem Router Combo (CAX30) DOCSIS 3.1 Cable Modem and WiFi 6 Router - AX2700 2.7 Gbps - Compatible with Xfinity, Spectrum, Cox, and More - Gigabit Wireless Internet\", \"asin\": \"B0D6GZDYS3\"}],\n\"search_results\": [{\"title\": \"Amazon eero 6+ mesh wifi router - Supports internet plans up to a Gigabit, Coverage up to 1,500 sq. ft., Connect 75+ devices, 1-pack\", \"asin\": \"B08ZK39NSL\", \"price\": \"$139.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Certified Refurbished Amazon eero mesh WiFi router\", \"asin\": \"B07WMMD6DD\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black\", \"asin\": \"B07Q5VM51Y\", \"price\": \"$188.77\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"ARRIS (SB8200) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels\", \"asin\": \"B07DY16W2Z\", \"price\": \"$168.27\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"NETGEAR Cable Modem CM500 - Compatible with All Cable Providers Including Xfinity by Comcast, Spectrum, Cox | for Cable Plans Up to 400Mbps | DOCSIS 3.0\", \"asin\": \"B06XH46MWW\", \"price\": \"$48.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"ARRIS (SB6190) - Cable Modem - Fast DOCSIS 3.0 32x8 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 800 Mbps Max Internet Speed, 2 Year Warranty - White\", \"asin\": \"B016PE1X5K\", \"price\": \"$63.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"NETGEAR Wi-Fi Range Extender EX6120 - Coverage Up to 1500 Sq Ft and 25 Devices with AC1200 Dual Band Wireless Signal Booster & Repeater (Up to 1200Mbps Speed), and Compact Wall Plug Design, White\", \"asin\": \"B014YN7LVE\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Netgear Nighthawk Cable Modem WiFi Router Combo C7000-Compatibility Cable Providers Including Xfinity by Comcast, Spectrum, Cox (Renewed)\", \"asin\": \"B07WMRBGC7\", \"price\": \"$99.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Motorola MB7621 Cable Modem | Pairs with Any WiFi Router | Approved by Comcast Xfinity, Cox, and Spectrum | for Cable Plans Up to 900 Mbps | DOCSIS 3.0\", \"asin\": \"B077BL65HS\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Hitron CODA56 Multi-Gigabit DOCSIS 3.1 Modem | 2.5 Gbps Max Internet Speeds | Certified with Xfinity, Charter Spectrum, Cox | 10x Faster Than DOCSIS 3.0 | 2.5 Gbps Ethernet Cable Modem ONLY\", \"asin\": \"B0BKZ4DHNL\", \"price\": \"$139.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty\", \"asin\": \"B0D94ZWX81\", \"price\": \"$219.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"TP-Link AX1800 WiFi 6 Router V4 (Archer AX21) - Dual Band Wireless Internet, Gigabit, Easy Mesh, Works With Alexa - A Certified for Humans Device\", \"asin\": \"B08H8ZLKKK\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \\u2013 Approved for Today\\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps\", \"asin\": \"B0D3FHM3BC\", \"price\": \"$299.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"NETGEAR Nighthawk Modem Router Combo (CAX30) DOCSIS 3.1 Cable Modem and WiFi 6 Router - AX2700 2.7 Gbps - Compatible with Xfinity, Spectrum, Cox, and More - Gigabit Wireless Internet\", \"asin\": \"B0D6GZDYS3\", \"price\": \"$269.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"NETGEAR Cable Modem CM700 - Compatible with all Cable Providers incl. Xfinity, Spectrum, Cox | For Cable Plans up to 800Mbps | DOCSIS 3.0| Black\", \"asin\": \"B01M981YYL\", \"price\": \"$99.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"GlocalMe U3 4G LTE Mobile Hotspot, Portable WiFi Hotspot for Travel in 200+ Countries, No SIM Card Needed, Smart Local Network Auto-Selection with Global 1GB Data 90 Days, Pocket WiFi (U3 White)\", \"asin\": \"B096LQ8YZH\", \"price\": \"$109.00\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"ARRIS (SB6190-RB) - Cable Modem - Fast DOCSIS 3.0 32x8 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 800 Mbps Max Internet Speed, 2 Year Warranty - Renewed\", \"asin\": \"B06XPRDVDC\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"ARRIS (S33) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit WiFi For Comcast Xfinity, Cox, Spectrum & More 1 & 2.5 Gbps Ports 2.5 Gbps Max Internet Speeds 4 OFDM Channels 2 Year Warranty\", \"asin\": \"B08FMSC5WZ\", \"price\": \"$189.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"ARRIS (SB8200-RB) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels - Renewed\", \"asin\": \"B07M8BNVSD\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Motorola MG7550 - Modem with Built in WiFi | Approved for Comcast Xfinity, Cox | For Plans Up to 300 Mbps | DOCSIS 3.0 + AC1900 WiFi Router | Power Boost Enabled\", \"asin\": \"B01JGT2JI6\", \"price\": \"$88.15\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"NETGEAR Orbi 970 Series Quad-Band WiFi 7 Mesh Network System (RBE973S), Router + 2 Satellite Extenders, Security Features, Up to 27Gbps, Covers Up to 10,000 sq. ft., 200 Devices, 10 Gig Internet Port\", \"asin\": \"B0CGJGXFCS\", \"price\": \"$1,999.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"ARRIS (G34) - Cable Modem Router Combo - Fast DOCSIS 3.1 Gigabit WiFi 6 (AX3000), Approved for Comcast Xfinity, Cox, Spectrum & More, 1 Gbps Max Internet Speeds\", \"asin\": \"B096W716BY\", \"price\": \"$199.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"NETGEAR Nighthawk Cable Modem CM1200 - Compatible with All Cable Providers| For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet Ports | DOCSIS 3.1, Black (Renewed)\", \"asin\": \"B08HY7KRPT\", \"price\": \"$104.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Only 17 left in stock - order soon.\"},\n{\"title\": \"ARRIS Surfboard SB6190 32x8 DOCSIS 3.0 Cable Modem with 1.4 Gbps Download and 262 Upload Speeds, White (Non-Retail Packaging) (Renewed)\", \"asin\": \"B09J966JY9\", \"price\": \"$28.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"ARRIS (SB6183-RB) Cable Modem - Fast DOCSIS 3.0 16x4 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 400 Mbps Max Internet Speed, 2 Year Warranty - Renewed\", \"asin\": \"B01ERK1JLM\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support\", \"asin\": \"B0CJSNSVMR\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"NETGEAR Cable Modem DOCSIS 3.1 (CM1000) Gigabit Modem, Compatible with All Major Cable Providers Including Xfinity, Spectrum, Cox, For Cable Plans Up to 1 Gbps,Black\", \"asin\": \"B01I5TJGSE\", \"price\": \"$175.21\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"ARRIS (SBG10) - Cable Modem Router Combo - Fast DOCSIS 3.0 16 x 4 Gigabit & AC1600 WiFi, For Comcast Xfinity, Cox, Spectrum, 400 Mbps Max Internet Speeds\", \"asin\": \"B07H42QXF1\", \"price\": \"$83.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"NETGEAR Nighthawk Cable Modem WiFi 6 Router Combo, AX2700, DOCSIS 3.1 - Compatible with Xfinity, Spectrum, Cox\", \"asin\": \"B092VZBNCC\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:31:03.733Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "internet modem x"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$31.58", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"promotion_items": [{"title": "Motorola MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds", "asin": "", "price": "$189.99", "quantity": ""},
{"title": "Hitron CODA DOCSIS 3.1 Modem | 1 Gbps Max Internet Speeds | Certified with Comcast Xfinity, Charter Spectrum, Cox & More | 10x Faster Than DOCSIS 3.0 | 1 Gbps Ethernet Cable Modem ONLY", "asin": "", "price": "$99.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "", "price": "$199.98", "quantity": ""},
{"title": "ARRIS (G18) - Cable Modem Router Combo - Fast DOCSIS 3.1 Multi-Gigabit WiFi 6 (AX1800), Approved for Comcast Xfinity, Cox, Spectrum & More", "asin": "", "price": "$179.00", "quantity": ""},
{"title": "ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty", "asin": "", "price": "$219.00", "quantity": ""},
{"title": "Hitron CODA DOCSIS 3.1 Modem | 1 Gbps Max Internet Speeds | Certified with Comcast Xfinity, Charter Spectrum, Cox & More | 10x Faster Than DOCSIS 3.0 | 1 Gbps Ethernet Cable Modem ONLY", "asin": "B0981553MT", "price": "$99.99", "quantity": ""},
{"title": "Motorola MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds", "asin": "B08DDFKXKC", "price": "$189.99", "quantity": ""},
{"title": "NETGEAR Orbi 970 Series Quad-Band WiFi 7 Mesh Network System (RBE973S), Router + 2 Satellite Extenders, Security Features, Up to 27Gbps, Covers Up to 10,000 sq. ft., 200 Devices, 10 Gig Internet Port", "asin": "B0CGJGXFCS", "price": "$1,999.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": ""},
{"title": "ARRIS (G18) - Cable Modem Router Combo - Fast DOCSIS 3.1 Multi-Gigabit WiFi 6 (AX1800), Approved for Comcast Xfinity, Cox, Spectrum & More", "asin": "B0DV1VFFVJ", "price": "$179.00", "quantity": ""}],
"ads": [{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \u2013 Approved for Today\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps", "asin": "B0D3FHM3BC"},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM2500) \u2013 Approved for Today\u2019s Faster Speeds & Compatible with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2Gbps", "asin": "B0D3W6N667"},
{"title": "NETGEAR Nighthawk Modem Router Combo (CAX30) DOCSIS 3.1 Cable Modem and WiFi 6 Router - AX2700 2.7 Gbps - Compatible with Xfinity, Spectrum, Cox, and More - Gigabit Wireless Internet", "asin": "B0D6GZDYS3"}],
"search_results": [{"title": "Amazon eero 6+ mesh wifi router - Supports internet plans up to a Gigabit, Coverage up to 1,500 sq. ft., Connect 75+ devices, 1-pack", "asin": "B08ZK39NSL", "price": "$139.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Certified Refurbished Amazon eero mesh WiFi router", "asin": "B07WMMD6DD", "price": "$37.99", "delivery": "FREE delivery Mon, Apr 14"},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (SB8200) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels", "asin": "B07DY16W2Z", "price": "$168.27", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Cable Modem CM500 - Compatible with All Cable Providers Including Xfinity by Comcast, Spectrum, Cox | for Cable Plans Up to 400Mbps | DOCSIS 3.0", "asin": "B06XH46MWW", "price": "$48.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (SB6190) - Cable Modem - Fast DOCSIS 3.0 32x8 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 800 Mbps Max Internet Speed, 2 Year Warranty - White", "asin": "B016PE1X5K", "price": "$63.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Wi-Fi Range Extender EX6120 - Coverage Up to 1500 Sq Ft and 25 Devices with AC1200 Dual Band Wireless Signal Booster & Repeater (Up to 1200Mbps Speed), and Compact Wall Plug Design, White", "asin": "B014YN7LVE", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Netgear Nighthawk Cable Modem WiFi Router Combo C7000-Compatibility Cable Providers Including Xfinity by Comcast, Spectrum, Cox (Renewed)", "asin": "B07WMRBGC7", "price": "$99.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Motorola MB7621 Cable Modem | Pairs with Any WiFi Router | Approved by Comcast Xfinity, Cox, and Spectrum | for Cable Plans Up to 900 Mbps | DOCSIS 3.0", "asin": "B077BL65HS", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Hitron CODA56 Multi-Gigabit DOCSIS 3.1 Modem | 2.5 Gbps Max Internet Speeds | Certified with Xfinity, Charter Spectrum, Cox | 10x Faster Than DOCSIS 3.0 | 2.5 Gbps Ethernet Cable Modem ONLY", "asin": "B0BKZ4DHNL", "price": "$139.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty", "asin": "B0D94ZWX81", "price": "$219.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "TP-Link AX1800 WiFi 6 Router V4 (Archer AX21) - Dual Band Wireless Internet, Gigabit, Easy Mesh, Works With Alexa - A Certified for Humans Device", "asin": "B08H8ZLKKK", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \u2013 Approved for Today\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps", "asin": "B0D3FHM3BC", "price": "$299.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Nighthawk Modem Router Combo (CAX30) DOCSIS 3.1 Cable Modem and WiFi 6 Router - AX2700 2.7 Gbps - Compatible with Xfinity, Spectrum, Cox, and More - Gigabit Wireless Internet", "asin": "B0D6GZDYS3", "price": "$269.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "NETGEAR Cable Modem CM700 - Compatible with all Cable Providers incl. Xfinity, Spectrum, Cox | For Cable Plans up to 800Mbps | DOCSIS 3.0| Black", "asin": "B01M981YYL", "price": "$99.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "GlocalMe U3 4G LTE Mobile Hotspot, Portable WiFi Hotspot for Travel in 200+ Countries, No SIM Card Needed, Smart Local Network Auto-Selection with Global 1GB Data 90 Days, Pocket WiFi (U3 White)", "asin": "B096LQ8YZH", "price": "$109.00", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "ARRIS (SB6190-RB) - Cable Modem - Fast DOCSIS 3.0 32x8 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 800 Mbps Max Internet Speed, 2 Year Warranty - Renewed", "asin": "B06XPRDVDC", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (S33) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit WiFi For Comcast Xfinity, Cox, Spectrum & More 1 & 2.5 Gbps Ports 2.5 Gbps Max Internet Speeds 4 OFDM Channels 2 Year Warranty", "asin": "B08FMSC5WZ", "price": "$189.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (SB8200-RB) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels - Renewed", "asin": "B07M8BNVSD", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Motorola MG7550 - Modem with Built in WiFi | Approved for Comcast Xfinity, Cox | For Plans Up to 300 Mbps | DOCSIS 3.0 + AC1900 WiFi Router | Power Boost Enabled", "asin": "B01JGT2JI6", "price": "$88.15", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Orbi 970 Series Quad-Band WiFi 7 Mesh Network System (RBE973S), Router + 2 Satellite Extenders, Security Features, Up to 27Gbps, Covers Up to 10,000 sq. ft., 200 Devices, 10 Gig Internet Port", "asin": "B0CGJGXFCS", "price": "$1,999.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "ARRIS (G34) - Cable Modem Router Combo - Fast DOCSIS 3.1 Gigabit WiFi 6 (AX3000), Approved for Comcast Xfinity, Cox, Spectrum & More, 1 Gbps Max Internet Speeds", "asin": "B096W716BY", "price": "$199.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with All Cable Providers| For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet Ports | DOCSIS 3.1, Black (Renewed)", "asin": "B08HY7KRPT", "price": "$104.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Only 17 left in stock - order soon."},
{"title": "ARRIS Surfboard SB6190 32x8 DOCSIS 3.0 Cable Modem with 1.4 Gbps Download and 262 Upload Speeds, White (Non-Retail Packaging) (Renewed)", "asin": "B09J966JY9", "price": "$28.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (SB6183-RB) Cable Modem - Fast DOCSIS 3.0 16x4 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 400 Mbps Max Internet Speed, 2 Year Warranty - Renewed", "asin": "B01ERK1JLM", "price": "$29.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Cable Modem DOCSIS 3.1 (CM1000) Gigabit Modem, Compatible with All Major Cable Providers Including Xfinity, Spectrum, Cox, For Cable Plans Up to 1 Gbps,Black", "asin": "B01I5TJGSE", "price": "$175.21", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (SBG10) - Cable Modem Router Combo - Fast DOCSIS 3.0 16 x 4 Gigabit & AC1600 WiFi, For Comcast Xfinity, Cox, Spectrum, 400 Mbps Max Internet Speeds", "asin": "B07H42QXF1", "price": "$83.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Nighthawk Cable Modem WiFi 6 Router Combo, AX2700, DOCSIS 3.1 - Compatible with Xfinity, Spectrum, Cox", "asin": "B092VZBNCC", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T22:31:03.733Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-10T22:31:03.733Z
|
click
|
suggested_term
|
rule
|
2025-04-10T22:31:03.733Z
|
click
|
suggested_term
|
train
| 323 |
2025-04-10T22:31:03.733Z
|
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": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "internet modem x"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$31.58", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"promotion_items": [{"title": "Motorola MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds", "asin": "", "price": "$189.99", "quantity": ""},
{"title": "Hitron CODA DOCSIS 3.1 Modem | 1 Gbps Max Internet Speeds | Certified with Comcast Xfinity, Charter Spectrum, Cox & More | 10x Faster Than DOCSIS 3.0 | 1 Gbps Ethernet Cable Modem ONLY", "asin": "", "price": "$99.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "", "price": "$199.98", "quantity": ""},
{"title": "ARRIS (G18) - Cable Modem Router Combo - Fast DOCSIS 3.1 Multi-Gigabit WiFi 6 (AX1800), Approved for Comcast Xfinity, Cox, Spectrum & More", "asin": "", "price": "$179.00", "quantity": ""},
{"title": "ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty", "asin": "", "price": "$219.00", "quantity": ""},
{"title": "Hitron CODA DOCSIS 3.1 Modem | 1 Gbps Max Internet Speeds | Certified with Comcast Xfinity, Charter Spectrum, Cox & More | 10x Faster Than DOCSIS 3.0 | 1 Gbps Ethernet Cable Modem ONLY", "asin": "B0981553MT", "price": "$99.99", "quantity": ""},
{"title": "Motorola MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds", "asin": "B08DDFKXKC", "price": "$189.99", "quantity": ""},
{"title": "NETGEAR Orbi 970 Series Quad-Band WiFi 7 Mesh Network System (RBE973S), Router + 2 Satellite Extenders, Security Features, Up to 27Gbps, Covers Up to 10,000 sq. ft., 200 Devices, 10 Gig Internet Port", "asin": "B0CGJGXFCS", "price": "$1,999.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": ""},
{"title": "ARRIS (G18) - Cable Modem Router Combo - Fast DOCSIS 3.1 Multi-Gigabit WiFi 6 (AX1800), Approved for Comcast Xfinity, Cox, Spectrum & More", "asin": "B0DV1VFFVJ", "price": "$179.00", "quantity": ""}],
"ads": [{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \u2013 Approved for Today\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps", "asin": "B0D3FHM3BC"},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM2500) \u2013 Approved for Today\u2019s Faster Speeds & Compatible with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2Gbps", "asin": "B0D3W6N667"},
{"title": "NETGEAR Nighthawk Modem Router Combo (CAX30) DOCSIS 3.1 Cable Modem and WiFi 6 Router - AX2700 2.7 Gbps - Compatible with Xfinity, Spectrum, Cox, and More - Gigabit Wireless Internet", "asin": "B0D6GZDYS3"}],
"search_results": [{"title": "Amazon eero 6+ mesh wifi router - Supports internet plans up to a Gigabit, Coverage up to 1,500 sq. ft., Connect 75+ devices, 1-pack", "asin": "B08ZK39NSL", "price": "$139.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Certified Refurbished Amazon eero mesh WiFi router", "asin": "B07WMMD6DD", "price": "$37.99", "delivery": "FREE delivery Mon, Apr 14"},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (SB8200) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels", "asin": "B07DY16W2Z", "price": "$168.27", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Cable Modem CM500 - Compatible with All Cable Providers Including Xfinity by Comcast, Spectrum, Cox | for Cable Plans Up to 400Mbps | DOCSIS 3.0", "asin": "B06XH46MWW", "price": "$48.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (SB6190) - Cable Modem - Fast DOCSIS 3.0 32x8 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 800 Mbps Max Internet Speed, 2 Year Warranty - White", "asin": "B016PE1X5K", "price": "$63.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Wi-Fi Range Extender EX6120 - Coverage Up to 1500 Sq Ft and 25 Devices with AC1200 Dual Band Wireless Signal Booster & Repeater (Up to 1200Mbps Speed), and Compact Wall Plug Design, White", "asin": "B014YN7LVE", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Netgear Nighthawk Cable Modem WiFi Router Combo C7000-Compatibility Cable Providers Including Xfinity by Comcast, Spectrum, Cox (Renewed)", "asin": "B07WMRBGC7", "price": "$99.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Motorola MB7621 Cable Modem | Pairs with Any WiFi Router | Approved by Comcast Xfinity, Cox, and Spectrum | for Cable Plans Up to 900 Mbps | DOCSIS 3.0", "asin": "B077BL65HS", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Hitron CODA56 Multi-Gigabit DOCSIS 3.1 Modem | 2.5 Gbps Max Internet Speeds | Certified with Xfinity, Charter Spectrum, Cox | 10x Faster Than DOCSIS 3.0 | 2.5 Gbps Ethernet Cable Modem ONLY", "asin": "B0BKZ4DHNL", "price": "$139.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty", "asin": "B0D94ZWX81", "price": "$219.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "TP-Link AX1800 WiFi 6 Router V4 (Archer AX21) - Dual Band Wireless Internet, Gigabit, Easy Mesh, Works With Alexa - A Certified for Humans Device", "asin": "B08H8ZLKKK", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \u2013 Approved for Today\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps", "asin": "B0D3FHM3BC", "price": "$299.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Nighthawk Modem Router Combo (CAX30) DOCSIS 3.1 Cable Modem and WiFi 6 Router - AX2700 2.7 Gbps - Compatible with Xfinity, Spectrum, Cox, and More - Gigabit Wireless Internet", "asin": "B0D6GZDYS3", "price": "$269.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "NETGEAR Cable Modem CM700 - Compatible with all Cable Providers incl. Xfinity, Spectrum, Cox | For Cable Plans up to 800Mbps | DOCSIS 3.0| Black", "asin": "B01M981YYL", "price": "$99.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "GlocalMe U3 4G LTE Mobile Hotspot, Portable WiFi Hotspot for Travel in 200+ Countries, No SIM Card Needed, Smart Local Network Auto-Selection with Global 1GB Data 90 Days, Pocket WiFi (U3 White)", "asin": "B096LQ8YZH", "price": "$109.00", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "ARRIS (SB6190-RB) - Cable Modem - Fast DOCSIS 3.0 32x8 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 800 Mbps Max Internet Speed, 2 Year Warranty - Renewed", "asin": "B06XPRDVDC", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (S33) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit WiFi For Comcast Xfinity, Cox, Spectrum & More 1 & 2.5 Gbps Ports 2.5 Gbps Max Internet Speeds 4 OFDM Channels 2 Year Warranty", "asin": "B08FMSC5WZ", "price": "$189.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (SB8200-RB) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels - Renewed", "asin": "B07M8BNVSD", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Motorola MG7550 - Modem with Built in WiFi | Approved for Comcast Xfinity, Cox | For Plans Up to 300 Mbps | DOCSIS 3.0 + AC1900 WiFi Router | Power Boost Enabled", "asin": "B01JGT2JI6", "price": "$88.15", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Orbi 970 Series Quad-Band WiFi 7 Mesh Network System (RBE973S), Router + 2 Satellite Extenders, Security Features, Up to 27Gbps, Covers Up to 10,000 sq. ft., 200 Devices, 10 Gig Internet Port", "asin": "B0CGJGXFCS", "price": "$1,999.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "ARRIS (G34) - Cable Modem Router Combo - Fast DOCSIS 3.1 Gigabit WiFi 6 (AX3000), Approved for Comcast Xfinity, Cox, Spectrum & More, 1 Gbps Max Internet Speeds", "asin": "B096W716BY", "price": "$199.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with All Cable Providers| For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet Ports | DOCSIS 3.1, Black (Renewed)", "asin": "B08HY7KRPT", "price": "$104.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Only 17 left in stock - order soon."},
{"title": "ARRIS Surfboard SB6190 32x8 DOCSIS 3.0 Cable Modem with 1.4 Gbps Download and 262 Upload Speeds, White (Non-Retail Packaging) (Renewed)", "asin": "B09J966JY9", "price": "$28.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (SB6183-RB) Cable Modem - Fast DOCSIS 3.0 16x4 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 400 Mbps Max Internet Speed, 2 Year Warranty - Renewed", "asin": "B01ERK1JLM", "price": "$29.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Cable Modem DOCSIS 3.1 (CM1000) Gigabit Modem, Compatible with All Major Cable Providers Including Xfinity, Spectrum, Cox, For Cable Plans Up to 1 Gbps,Black", "asin": "B01I5TJGSE", "price": "$175.21", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (SBG10) - Cable Modem Router Combo - Fast DOCSIS 3.0 16 x 4 Gigabit & AC1600 WiFi, For Comcast Xfinity, Cox, Spectrum, 400 Mbps Max Internet Speeds", "asin": "B07H42QXF1", "price": "$83.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Nighthawk Cable Modem WiFi 6 Router Combo, AX2700, DOCSIS 3.1 - Compatible with Xfinity, Spectrum, Cox", "asin": "B092VZBNCC", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T22:31:03.733Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:46.070Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:50:58.581Z\", \"action\": \"purchase\", \"action_argument\": \"B09NVPJ9ZG\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"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\": \"internet modem xfinity\"}],\n\"cart_items\": [{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$31.58\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Hitron CODA DOCSIS 3.1 Modem | 1 Gbps Max Internet Speeds | Certified with Comcast Xfinity, Charter Spectrum, Cox & More | 10x Faster Than DOCSIS 3.0 | 1 Gbps Ethernet Cable Modem ONLY\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Motorola MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds\", \"asin\": \"\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty\", \"asin\": \"\", \"price\": \"$219.00\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hitron CODA DOCSIS 3.1 Modem | 1 Gbps Max Internet Speeds | Certified with Comcast Xfinity, Charter Spectrum, Cox & More | 10x Faster Than DOCSIS 3.0 | 1 Gbps Ethernet Cable Modem ONLY\", \"asin\": \"B0981553MT\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Motorola MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds\", \"asin\": \"B08DDFKXKC\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"ARRIS (G18) - Cable Modem Router Combo - Fast DOCSIS 3.1 Multi-Gigabit WiFi 6 (AX1800), Approved for Comcast Xfinity, Cox, Spectrum & More\", \"asin\": \"B0DV1VFFVJ\", \"price\": \"$179.00\", \"quantity\": \"\"},\n{\"title\": \"ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty\", \"asin\": \"B0D94ZWX81\", \"price\": \"$219.00\", \"quantity\": \"\"},\n{\"title\": \"Netgear Gigabit Cable Modem (32x8) DOCSIS 3.1 | for XFINITY by Comcast, Cox. Compatible with Gig-Speed from Xfinity - CM1000-1AZNAS (Renewed)\", \"asin\": \"B07ND1PQMS\", \"price\": \"$79.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \\u2013 Approved for Today\\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps\", \"asin\": \"B0D3FHM3BC\"},\n{\"title\": \"NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM2500) \\u2013 Approved for Today\\u2019s Faster Speeds & Compatible with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2Gbps\", \"asin\": \"B0D3W6N667\"},\n{\"title\": \"NETGEAR Nighthawk Modem Router Combo (CAX30) DOCSIS 3.1 Cable Modem and WiFi 6 Router - AX2700 2.7 Gbps - Compatible with Xfinity, Spectrum, Cox, and More - Gigabit Wireless Internet\", \"asin\": \"B0D6GZDYS3\"}],\n\"search_results\": [{\"title\": \"CODA DOCSIS 3.1 Modem | 1 Gbps Max Internet Speeds | Certified with Comcast Xfinity, Charter Spectrum, Cox & More | 10x Faster Than DOCSIS 3.0 | 1 Gbps Ethernet Cable Modem ONLY\", \"asin\": \"B0981553MT\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds\", \"asin\": \"B08DDFKXKC\", \"price\": \"$189.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black\", \"asin\": \"B07Q5VM51Y\", \"price\": \"$188.77\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Netgear Nighthawk Cable Modem WiFi Router Combo C7000-Compatibility Cable Providers Including Xfinity by Comcast, Spectrum, Cox (Renewed)\", \"asin\": \"B07WMRBGC7\", \"price\": \"$99.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"(SB8200) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels\", \"asin\": \"B07DY16W2Z\", \"price\": \"$168.27\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"(SB6190) - Cable Modem - Fast DOCSIS 3.0 32x8 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 800 Mbps Max Internet Speed, 2 Year Warranty - White\", \"asin\": \"B016PE1X5K\", \"price\": \"$63.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"WiFi 6 Wireless Range Extender | 1.8 Gbps Speed | 2,000 Sq. FT Coverage | RE7350-AMZ | 2024 Release\", \"asin\": \"B0CSB2L9FJ\", \"price\": \"$74.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Cable Modem CM500 - Compatible with All Cable Providers Including Xfinity by Comcast, Spectrum, Cox | for Cable Plans Up to 400Mbps | DOCSIS 3.0\", \"asin\": \"B06XH46MWW\", \"price\": \"$48.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"CODA56 Multi-Gigabit DOCSIS 3.1 Modem | 2.5 Gbps Max Internet Speeds | Certified with Xfinity, Charter Spectrum, Cox | 10x Faster Than DOCSIS 3.0 | 2.5 Gbps Ethernet Cable Modem ONLY\", \"asin\": \"B0BKZ4DHNL\", \"price\": \"$139.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"MG7550 - Modem with Built in WiFi | Approved for Comcast Xfinity, Cox | For Plans Up to 300 Mbps | DOCSIS 3.0 + AC1900 WiFi Router | Power Boost Enabled\", \"asin\": \"B01JGT2JI6\", \"price\": \"$88.15\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"(G34) - Cable Modem Router Combo - Fast DOCSIS 3.1 Gigabit WiFi 6 (AX3000), Approved for Comcast Xfinity, Cox, Spectrum & More, 1 Gbps Max Internet Speeds\", \"asin\": \"B096W716BY\", \"price\": \"$199.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \\u2013 Approved for Today\\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps\", \"asin\": \"B0D3FHM3BC\", \"price\": \"$299.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Nighthawk Modem Router Combo C7000-Compatible with Cable Providers Including Xfinity by Comcast, Spectrum, Cox,Plans Up to 800Mbps | AC1900 WiFi Speed | DOCSIS 3.0\", \"asin\": \"B00ZUPOF7Y\", \"price\": \"$192.99\", \"delivery\": \"FREE delivery Apr 16 - 17\"},\n{\"title\": \"MB7621 Cable Modem | Pairs with Any WiFi Router | Approved by Comcast Xfinity, Cox, and Spectrum | for Cable Plans Up to 900 Mbps | DOCSIS 3.0\", \"asin\": \"B077BL65HS\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"(SBG10) - Cable Modem Router Combo - Fast DOCSIS 3.0 16 x 4 Gigabit & AC1600 WiFi, For Comcast Xfinity, Cox, Spectrum, 400 Mbps Max Internet Speeds\", \"asin\": \"B07H42QXF1\", \"price\": \"$83.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"MR20EC | Dual-Band Mesh WIFI 6 Router | 3.0 (AX3000) Speeds | Connect 25+ Devices | 2,000 Sq Ft Coverage | 18 Month Warranty\", \"asin\": \"B0B7QC7HP1\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"(S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty\", \"asin\": \"B0D94ZWX81\", \"price\": \"$219.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"MG7700 Modem WiFi Router Combo with Power Boost | Approved by Comcast Xfinity, Cox and Spectrum | for Cable Plans Up to 800 Mbps | DOCSIS 3.0 + Gigabit Router\", \"asin\": \"B07BRZ2KW5\", \"price\": \"$187.13\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6Cable Modem Router CAX30-100NAR Compatible with Xfinity, Spectrum, and Cox, AX2700 (Up to 2.7Gbps) DOCSIS 3.1 (Renewed)\", \"asin\": \"B09B1SYVC1\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Netgear Gigabit Cable Modem (32x8) DOCSIS 3.1 | for XFINITY by Comcast, Cox. Compatible with Gig-Speed from Xfinity - CM1000-1AZNAS (Renewed)\", \"asin\": \"B07ND1PQMS\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"U3 4G LTE Mobile Hotspot, Portable WiFi Hotspot for Travel in 200+ Countries, No SIM Card Needed, 10 Connected Devices and Global 1GB Data 90 Days, Pocket WiFi Hotspot Device (U3 Black)\", \"asin\": \"B07TXBWHYR\", \"price\": \"$109.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"ARRIS (SB6190-RB) - Cable Modem - Fast DOCSIS 3.0 32x8 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 800 Mbps Max Internet Speed, 2 Year Warranty - Renewed\", \"asin\": \"B06XPRDVDC\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"ARRIS (SBG10-RB) - Cable Modem Router Combo - Fast DOCSIS 3.0 16 x 4 Gigabit & AC1600 WiFi, For Comcast Xfinity, Cox, Spectrum, 400 Mbps Max Internet Speeds - Renewed\", \"asin\": \"B098PCVQ52\", \"price\": \"$42.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"ARRIS (SB8200-RB) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels - Renewed\", \"asin\": \"B07M8BNVSD\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"NETGEAR Nighthawk Cable Modem CM1200 - Compatible with All Cable Providers| For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet Ports | DOCSIS 3.1, Black (Renewed)\", \"asin\": \"B08HY7KRPT\", \"price\": \"$104.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Only 17 left in stock - order soon.\"},\n{\"title\": \"(SB6183-RB) Cable Modem - Fast DOCSIS 3.0 16x4 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 400 Mbps Max Internet Speed, 2 Year Warranty - Renewed\", \"asin\": \"B01ERK1JLM\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"(S33) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit WiFi For Comcast Xfinity, Cox, Spectrum & More 1 & 2.5 Gbps Ports 2.5 Gbps Max Internet Speeds 4 OFDM Channels 2 Year Warranty\", \"asin\": \"B08FMSC5WZ\", \"price\": \"$189.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Cable Modem CM700 - Compatible with all Cable Providers incl. Xfinity, Spectrum, Cox | For Cable Plans up to 800Mbps | DOCSIS 3.0| Black\", \"asin\": \"B01M981YYL\", \"price\": \"$99.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"(T25) - Cable Modem - Fast DOCSIS 3.1 Gigabit Cable Modem , Comcast Xfinity Internet & Voice , Two 1 Gbps Ports, 800 Mbps Max with Xfinity Plan\", \"asin\": \"B07MGPPNZD\", \"price\": \"$171.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:40:15.470Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "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": "internet modem xfinity"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$31.58", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"promotion_items": [{"title": "Hitron CODA DOCSIS 3.1 Modem | 1 Gbps Max Internet Speeds | Certified with Comcast Xfinity, Charter Spectrum, Cox & More | 10x Faster Than DOCSIS 3.0 | 1 Gbps Ethernet Cable Modem ONLY", "asin": "", "price": "$99.99", "quantity": ""},
{"title": "Motorola MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds", "asin": "", "price": "$189.99", "quantity": ""},
{"title": "ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty", "asin": "", "price": "$219.00", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Hitron CODA DOCSIS 3.1 Modem | 1 Gbps Max Internet Speeds | Certified with Comcast Xfinity, Charter Spectrum, Cox & More | 10x Faster Than DOCSIS 3.0 | 1 Gbps Ethernet Cable Modem ONLY", "asin": "B0981553MT", "price": "$99.99", "quantity": ""},
{"title": "Motorola MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds", "asin": "B08DDFKXKC", "price": "$189.99", "quantity": ""},
{"title": "ARRIS (G18) - Cable Modem Router Combo - Fast DOCSIS 3.1 Multi-Gigabit WiFi 6 (AX1800), Approved for Comcast Xfinity, Cox, Spectrum & More", "asin": "B0DV1VFFVJ", "price": "$179.00", "quantity": ""},
{"title": "ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty", "asin": "B0D94ZWX81", "price": "$219.00", "quantity": ""},
{"title": "Netgear Gigabit Cable Modem (32x8) DOCSIS 3.1 | for XFINITY by Comcast, Cox. Compatible with Gig-Speed from Xfinity - CM1000-1AZNAS (Renewed)", "asin": "B07ND1PQMS", "price": "$79.99", "quantity": ""}],
"ads": [{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \u2013 Approved for Today\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps", "asin": "B0D3FHM3BC"},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM2500) \u2013 Approved for Today\u2019s Faster Speeds & Compatible with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2Gbps", "asin": "B0D3W6N667"},
{"title": "NETGEAR Nighthawk Modem Router Combo (CAX30) DOCSIS 3.1 Cable Modem and WiFi 6 Router - AX2700 2.7 Gbps - Compatible with Xfinity, Spectrum, Cox, and More - Gigabit Wireless Internet", "asin": "B0D6GZDYS3"}],
"search_results": [{"title": "CODA DOCSIS 3.1 Modem | 1 Gbps Max Internet Speeds | Certified with Comcast Xfinity, Charter Spectrum, Cox & More | 10x Faster Than DOCSIS 3.0 | 1 Gbps Ethernet Cable Modem ONLY", "asin": "B0981553MT", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds", "asin": "B08DDFKXKC", "price": "$189.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Netgear Nighthawk Cable Modem WiFi Router Combo C7000-Compatibility Cable Providers Including Xfinity by Comcast, Spectrum, Cox (Renewed)", "asin": "B07WMRBGC7", "price": "$99.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "(SB8200) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels", "asin": "B07DY16W2Z", "price": "$168.27", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "(SB6190) - Cable Modem - Fast DOCSIS 3.0 32x8 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 800 Mbps Max Internet Speed, 2 Year Warranty - White", "asin": "B016PE1X5K", "price": "$63.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "WiFi 6 Wireless Range Extender | 1.8 Gbps Speed | 2,000 Sq. FT Coverage | RE7350-AMZ | 2024 Release", "asin": "B0CSB2L9FJ", "price": "$74.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Cable Modem CM500 - Compatible with All Cable Providers Including Xfinity by Comcast, Spectrum, Cox | for Cable Plans Up to 400Mbps | DOCSIS 3.0", "asin": "B06XH46MWW", "price": "$48.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "CODA56 Multi-Gigabit DOCSIS 3.1 Modem | 2.5 Gbps Max Internet Speeds | Certified with Xfinity, Charter Spectrum, Cox | 10x Faster Than DOCSIS 3.0 | 2.5 Gbps Ethernet Cable Modem ONLY", "asin": "B0BKZ4DHNL", "price": "$139.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "MG7550 - Modem with Built in WiFi | Approved for Comcast Xfinity, Cox | For Plans Up to 300 Mbps | DOCSIS 3.0 + AC1900 WiFi Router | Power Boost Enabled", "asin": "B01JGT2JI6", "price": "$88.15", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "(G34) - Cable Modem Router Combo - Fast DOCSIS 3.1 Gigabit WiFi 6 (AX3000), Approved for Comcast Xfinity, Cox, Spectrum & More, 1 Gbps Max Internet Speeds", "asin": "B096W716BY", "price": "$199.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \u2013 Approved for Today\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps", "asin": "B0D3FHM3BC", "price": "$299.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Nighthawk Modem Router Combo C7000-Compatible with Cable Providers Including Xfinity by Comcast, Spectrum, Cox,Plans Up to 800Mbps | AC1900 WiFi Speed | DOCSIS 3.0", "asin": "B00ZUPOF7Y", "price": "$192.99", "delivery": "FREE delivery Apr 16 - 17"},
{"title": "MB7621 Cable Modem | Pairs with Any WiFi Router | Approved by Comcast Xfinity, Cox, and Spectrum | for Cable Plans Up to 900 Mbps | DOCSIS 3.0", "asin": "B077BL65HS", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "(SBG10) - Cable Modem Router Combo - Fast DOCSIS 3.0 16 x 4 Gigabit & AC1600 WiFi, For Comcast Xfinity, Cox, Spectrum, 400 Mbps Max Internet Speeds", "asin": "B07H42QXF1", "price": "$83.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "MR20EC | Dual-Band Mesh WIFI 6 Router | 3.0 (AX3000) Speeds | Connect 25+ Devices | 2,000 Sq Ft Coverage | 18 Month Warranty", "asin": "B0B7QC7HP1", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "(S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty", "asin": "B0D94ZWX81", "price": "$219.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "MG7700 Modem WiFi Router Combo with Power Boost | Approved by Comcast Xfinity, Cox and Spectrum | for Cable Plans Up to 800 Mbps | DOCSIS 3.0 + Gigabit Router", "asin": "B07BRZ2KW5", "price": "$187.13", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Nighthawk WiFi 6Cable Modem Router CAX30-100NAR Compatible with Xfinity, Spectrum, and Cox, AX2700 (Up to 2.7Gbps) DOCSIS 3.1 (Renewed)", "asin": "B09B1SYVC1", "price": "$149.99", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Netgear Gigabit Cable Modem (32x8) DOCSIS 3.1 | for XFINITY by Comcast, Cox. Compatible with Gig-Speed from Xfinity - CM1000-1AZNAS (Renewed)", "asin": "B07ND1PQMS", "price": "$79.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "U3 4G LTE Mobile Hotspot, Portable WiFi Hotspot for Travel in 200+ Countries, No SIM Card Needed, 10 Connected Devices and Global 1GB Data 90 Days, Pocket WiFi Hotspot Device (U3 Black)", "asin": "B07TXBWHYR", "price": "$109.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (SB6190-RB) - Cable Modem - Fast DOCSIS 3.0 32x8 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 800 Mbps Max Internet Speed, 2 Year Warranty - Renewed", "asin": "B06XPRDVDC", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (SBG10-RB) - Cable Modem Router Combo - Fast DOCSIS 3.0 16 x 4 Gigabit & AC1600 WiFi, For Comcast Xfinity, Cox, Spectrum, 400 Mbps Max Internet Speeds - Renewed", "asin": "B098PCVQ52", "price": "$42.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (SB8200-RB) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels - Renewed", "asin": "B07M8BNVSD", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with All Cable Providers| For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet Ports | DOCSIS 3.1, Black (Renewed)", "asin": "B08HY7KRPT", "price": "$104.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Only 17 left in stock - order soon."},
{"title": "(SB6183-RB) Cable Modem - Fast DOCSIS 3.0 16x4 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 400 Mbps Max Internet Speed, 2 Year Warranty - Renewed", "asin": "B01ERK1JLM", "price": "$29.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "(S33) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit WiFi For Comcast Xfinity, Cox, Spectrum & More 1 & 2.5 Gbps Ports 2.5 Gbps Max Internet Speeds 4 OFDM Channels 2 Year Warranty", "asin": "B08FMSC5WZ", "price": "$189.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Cable Modem CM700 - Compatible with all Cable Providers incl. Xfinity, Spectrum, Cox | For Cable Plans up to 800Mbps | DOCSIS 3.0| Black", "asin": "B01M981YYL", "price": "$99.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "(T25) - Cable Modem - Fast DOCSIS 3.1 Gigabit Cable Modem , Comcast Xfinity Internet & Voice , Two 1 Gbps Ports, 800 Mbps Max with Xfinity Plan", "asin": "B07MGPPNZD", "price": "$171.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T22:40:15.470Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-10T22:40:15.470Z
|
input
|
wifi router
|
rule
|
2025-04-10T22:40:15.470Z
|
input
|
wifi router
|
train
| 324 |
2025-04-10T22:40:15.470Z
|
input
|
wifi router
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "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": "internet modem xfinity"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$31.58", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"promotion_items": [{"title": "Hitron CODA DOCSIS 3.1 Modem | 1 Gbps Max Internet Speeds | Certified with Comcast Xfinity, Charter Spectrum, Cox & More | 10x Faster Than DOCSIS 3.0 | 1 Gbps Ethernet Cable Modem ONLY", "asin": "", "price": "$99.99", "quantity": ""},
{"title": "Motorola MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds", "asin": "", "price": "$189.99", "quantity": ""},
{"title": "ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty", "asin": "", "price": "$219.00", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Hitron CODA DOCSIS 3.1 Modem | 1 Gbps Max Internet Speeds | Certified with Comcast Xfinity, Charter Spectrum, Cox & More | 10x Faster Than DOCSIS 3.0 | 1 Gbps Ethernet Cable Modem ONLY", "asin": "B0981553MT", "price": "$99.99", "quantity": ""},
{"title": "Motorola MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds", "asin": "B08DDFKXKC", "price": "$189.99", "quantity": ""},
{"title": "ARRIS (G18) - Cable Modem Router Combo - Fast DOCSIS 3.1 Multi-Gigabit WiFi 6 (AX1800), Approved for Comcast Xfinity, Cox, Spectrum & More", "asin": "B0DV1VFFVJ", "price": "$179.00", "quantity": ""},
{"title": "ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty", "asin": "B0D94ZWX81", "price": "$219.00", "quantity": ""},
{"title": "Netgear Gigabit Cable Modem (32x8) DOCSIS 3.1 | for XFINITY by Comcast, Cox. Compatible with Gig-Speed from Xfinity - CM1000-1AZNAS (Renewed)", "asin": "B07ND1PQMS", "price": "$79.99", "quantity": ""}],
"ads": [{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \u2013 Approved for Today\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps", "asin": "B0D3FHM3BC"},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM2500) \u2013 Approved for Today\u2019s Faster Speeds & Compatible with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2Gbps", "asin": "B0D3W6N667"},
{"title": "NETGEAR Nighthawk Modem Router Combo (CAX30) DOCSIS 3.1 Cable Modem and WiFi 6 Router - AX2700 2.7 Gbps - Compatible with Xfinity, Spectrum, Cox, and More - Gigabit Wireless Internet", "asin": "B0D6GZDYS3"}],
"search_results": [{"title": "CODA DOCSIS 3.1 Modem | 1 Gbps Max Internet Speeds | Certified with Comcast Xfinity, Charter Spectrum, Cox & More | 10x Faster Than DOCSIS 3.0 | 1 Gbps Ethernet Cable Modem ONLY", "asin": "B0981553MT", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds", "asin": "B08DDFKXKC", "price": "$189.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Netgear Nighthawk Cable Modem WiFi Router Combo C7000-Compatibility Cable Providers Including Xfinity by Comcast, Spectrum, Cox (Renewed)", "asin": "B07WMRBGC7", "price": "$99.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "(SB8200) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels", "asin": "B07DY16W2Z", "price": "$168.27", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "(SB6190) - Cable Modem - Fast DOCSIS 3.0 32x8 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 800 Mbps Max Internet Speed, 2 Year Warranty - White", "asin": "B016PE1X5K", "price": "$63.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "WiFi 6 Wireless Range Extender | 1.8 Gbps Speed | 2,000 Sq. FT Coverage | RE7350-AMZ | 2024 Release", "asin": "B0CSB2L9FJ", "price": "$74.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Cable Modem CM500 - Compatible with All Cable Providers Including Xfinity by Comcast, Spectrum, Cox | for Cable Plans Up to 400Mbps | DOCSIS 3.0", "asin": "B06XH46MWW", "price": "$48.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "CODA56 Multi-Gigabit DOCSIS 3.1 Modem | 2.5 Gbps Max Internet Speeds | Certified with Xfinity, Charter Spectrum, Cox | 10x Faster Than DOCSIS 3.0 | 2.5 Gbps Ethernet Cable Modem ONLY", "asin": "B0BKZ4DHNL", "price": "$139.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "MG7550 - Modem with Built in WiFi | Approved for Comcast Xfinity, Cox | For Plans Up to 300 Mbps | DOCSIS 3.0 + AC1900 WiFi Router | Power Boost Enabled", "asin": "B01JGT2JI6", "price": "$88.15", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "(G34) - Cable Modem Router Combo - Fast DOCSIS 3.1 Gigabit WiFi 6 (AX3000), Approved for Comcast Xfinity, Cox, Spectrum & More, 1 Gbps Max Internet Speeds", "asin": "B096W716BY", "price": "$199.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \u2013 Approved for Today\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps", "asin": "B0D3FHM3BC", "price": "$299.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Nighthawk Modem Router Combo C7000-Compatible with Cable Providers Including Xfinity by Comcast, Spectrum, Cox,Plans Up to 800Mbps | AC1900 WiFi Speed | DOCSIS 3.0", "asin": "B00ZUPOF7Y", "price": "$192.99", "delivery": "FREE delivery Apr 16 - 17"},
{"title": "MB7621 Cable Modem | Pairs with Any WiFi Router | Approved by Comcast Xfinity, Cox, and Spectrum | for Cable Plans Up to 900 Mbps | DOCSIS 3.0", "asin": "B077BL65HS", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "(SBG10) - Cable Modem Router Combo - Fast DOCSIS 3.0 16 x 4 Gigabit & AC1600 WiFi, For Comcast Xfinity, Cox, Spectrum, 400 Mbps Max Internet Speeds", "asin": "B07H42QXF1", "price": "$83.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "MR20EC | Dual-Band Mesh WIFI 6 Router | 3.0 (AX3000) Speeds | Connect 25+ Devices | 2,000 Sq Ft Coverage | 18 Month Warranty", "asin": "B0B7QC7HP1", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "(S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty", "asin": "B0D94ZWX81", "price": "$219.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "MG7700 Modem WiFi Router Combo with Power Boost | Approved by Comcast Xfinity, Cox and Spectrum | for Cable Plans Up to 800 Mbps | DOCSIS 3.0 + Gigabit Router", "asin": "B07BRZ2KW5", "price": "$187.13", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Nighthawk WiFi 6Cable Modem Router CAX30-100NAR Compatible with Xfinity, Spectrum, and Cox, AX2700 (Up to 2.7Gbps) DOCSIS 3.1 (Renewed)", "asin": "B09B1SYVC1", "price": "$149.99", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Netgear Gigabit Cable Modem (32x8) DOCSIS 3.1 | for XFINITY by Comcast, Cox. Compatible with Gig-Speed from Xfinity - CM1000-1AZNAS (Renewed)", "asin": "B07ND1PQMS", "price": "$79.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "U3 4G LTE Mobile Hotspot, Portable WiFi Hotspot for Travel in 200+ Countries, No SIM Card Needed, 10 Connected Devices and Global 1GB Data 90 Days, Pocket WiFi Hotspot Device (U3 Black)", "asin": "B07TXBWHYR", "price": "$109.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (SB6190-RB) - Cable Modem - Fast DOCSIS 3.0 32x8 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 800 Mbps Max Internet Speed, 2 Year Warranty - Renewed", "asin": "B06XPRDVDC", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (SBG10-RB) - Cable Modem Router Combo - Fast DOCSIS 3.0 16 x 4 Gigabit & AC1600 WiFi, For Comcast Xfinity, Cox, Spectrum, 400 Mbps Max Internet Speeds - Renewed", "asin": "B098PCVQ52", "price": "$42.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (SB8200-RB) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels - Renewed", "asin": "B07M8BNVSD", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with All Cable Providers| For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet Ports | DOCSIS 3.1, Black (Renewed)", "asin": "B08HY7KRPT", "price": "$104.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Only 17 left in stock - order soon."},
{"title": "(SB6183-RB) Cable Modem - Fast DOCSIS 3.0 16x4 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 400 Mbps Max Internet Speed, 2 Year Warranty - Renewed", "asin": "B01ERK1JLM", "price": "$29.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "(S33) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit WiFi For Comcast Xfinity, Cox, Spectrum & More 1 & 2.5 Gbps Ports 2.5 Gbps Max Internet Speeds 4 OFDM Channels 2 Year Warranty", "asin": "B08FMSC5WZ", "price": "$189.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Cable Modem CM700 - Compatible with all Cable Providers incl. Xfinity, Spectrum, Cox | For Cable Plans up to 800Mbps | DOCSIS 3.0| Black", "asin": "B01M981YYL", "price": "$99.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "(T25) - Cable Modem - Fast DOCSIS 3.1 Gigabit Cable Modem , Comcast Xfinity Internet & Voice , Two 1 Gbps Ports, 800 Mbps Max with Xfinity Plan", "asin": "B07MGPPNZD", "price": "$171.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T22:40:15.470Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:46.070Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:50:58.581Z\", \"action\": \"purchase\", \"action_argument\": \"B09NVPJ9ZG\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wifi router\"}],\n\"cart_items\": [{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$31.58\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Hitron CODA DOCSIS 3.1 Modem | 1 Gbps Max Internet Speeds | Certified with Comcast Xfinity, Charter Spectrum, Cox & More | 10x Faster Than DOCSIS 3.0 | 1 Gbps Ethernet Cable Modem ONLY\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Motorola MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds\", \"asin\": \"\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty\", \"asin\": \"\", \"price\": \"$219.00\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hitron CODA DOCSIS 3.1 Modem | 1 Gbps Max Internet Speeds | Certified with Comcast Xfinity, Charter Spectrum, Cox & More | 10x Faster Than DOCSIS 3.0 | 1 Gbps Ethernet Cable Modem ONLY\", \"asin\": \"B0981553MT\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Motorola MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds\", \"asin\": \"B08DDFKXKC\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"ARRIS (G18) - Cable Modem Router Combo - Fast DOCSIS 3.1 Multi-Gigabit WiFi 6 (AX1800), Approved for Comcast Xfinity, Cox, Spectrum & More\", \"asin\": \"B0DV1VFFVJ\", \"price\": \"$179.00\", \"quantity\": \"\"},\n{\"title\": \"ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty\", \"asin\": \"B0D94ZWX81\", \"price\": \"$219.00\", \"quantity\": \"\"},\n{\"title\": \"Netgear Gigabit Cable Modem (32x8) DOCSIS 3.1 | for XFINITY by Comcast, Cox. Compatible with Gig-Speed from Xfinity - CM1000-1AZNAS (Renewed)\", \"asin\": \"B07ND1PQMS\", \"price\": \"$79.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \\u2013 Approved for Today\\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps\", \"asin\": \"B0D3FHM3BC\"},\n{\"title\": \"NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM2500) \\u2013 Approved for Today\\u2019s Faster Speeds & Compatible with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2Gbps\", \"asin\": \"B0D3W6N667\"},\n{\"title\": \"NETGEAR Nighthawk Modem Router Combo (CAX30) DOCSIS 3.1 Cable Modem and WiFi 6 Router - AX2700 2.7 Gbps - Compatible with Xfinity, Spectrum, Cox, and More - Gigabit Wireless Internet\", \"asin\": \"B0D6GZDYS3\"}],\n\"search_results\": [{\"title\": \"CODA DOCSIS 3.1 Modem | 1 Gbps Max Internet Speeds | Certified with Comcast Xfinity, Charter Spectrum, Cox & More | 10x Faster Than DOCSIS 3.0 | 1 Gbps Ethernet Cable Modem ONLY\", \"asin\": \"B0981553MT\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds\", \"asin\": \"B08DDFKXKC\", \"price\": \"$189.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black\", \"asin\": \"B07Q5VM51Y\", \"price\": \"$188.77\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Netgear Nighthawk Cable Modem WiFi Router Combo C7000-Compatibility Cable Providers Including Xfinity by Comcast, Spectrum, Cox (Renewed)\", \"asin\": \"B07WMRBGC7\", \"price\": \"$99.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"(SB8200) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels\", \"asin\": \"B07DY16W2Z\", \"price\": \"$168.27\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"(SB6190) - Cable Modem - Fast DOCSIS 3.0 32x8 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 800 Mbps Max Internet Speed, 2 Year Warranty - White\", \"asin\": \"B016PE1X5K\", \"price\": \"$63.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"WiFi 6 Wireless Range Extender | 1.8 Gbps Speed | 2,000 Sq. FT Coverage | RE7350-AMZ | 2024 Release\", \"asin\": \"B0CSB2L9FJ\", \"price\": \"$74.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Cable Modem CM500 - Compatible with All Cable Providers Including Xfinity by Comcast, Spectrum, Cox | for Cable Plans Up to 400Mbps | DOCSIS 3.0\", \"asin\": \"B06XH46MWW\", \"price\": \"$48.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"CODA56 Multi-Gigabit DOCSIS 3.1 Modem | 2.5 Gbps Max Internet Speeds | Certified with Xfinity, Charter Spectrum, Cox | 10x Faster Than DOCSIS 3.0 | 2.5 Gbps Ethernet Cable Modem ONLY\", \"asin\": \"B0BKZ4DHNL\", \"price\": \"$139.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"MG7550 - Modem with Built in WiFi | Approved for Comcast Xfinity, Cox | For Plans Up to 300 Mbps | DOCSIS 3.0 + AC1900 WiFi Router | Power Boost Enabled\", \"asin\": \"B01JGT2JI6\", \"price\": \"$88.15\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"(G34) - Cable Modem Router Combo - Fast DOCSIS 3.1 Gigabit WiFi 6 (AX3000), Approved for Comcast Xfinity, Cox, Spectrum & More, 1 Gbps Max Internet Speeds\", \"asin\": \"B096W716BY\", \"price\": \"$199.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \\u2013 Approved for Today\\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps\", \"asin\": \"B0D3FHM3BC\", \"price\": \"$299.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Nighthawk Modem Router Combo C7000-Compatible with Cable Providers Including Xfinity by Comcast, Spectrum, Cox,Plans Up to 800Mbps | AC1900 WiFi Speed | DOCSIS 3.0\", \"asin\": \"B00ZUPOF7Y\", \"price\": \"$192.99\", \"delivery\": \"FREE delivery Apr 16 - 17\"},\n{\"title\": \"MB7621 Cable Modem | Pairs with Any WiFi Router | Approved by Comcast Xfinity, Cox, and Spectrum | for Cable Plans Up to 900 Mbps | DOCSIS 3.0\", \"asin\": \"B077BL65HS\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"(SBG10) - Cable Modem Router Combo - Fast DOCSIS 3.0 16 x 4 Gigabit & AC1600 WiFi, For Comcast Xfinity, Cox, Spectrum, 400 Mbps Max Internet Speeds\", \"asin\": \"B07H42QXF1\", \"price\": \"$83.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"MR20EC | Dual-Band Mesh WIFI 6 Router | 3.0 (AX3000) Speeds | Connect 25+ Devices | 2,000 Sq Ft Coverage | 18 Month Warranty\", \"asin\": \"B0B7QC7HP1\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"(S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty\", \"asin\": \"B0D94ZWX81\", \"price\": \"$219.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"MG7700 Modem WiFi Router Combo with Power Boost | Approved by Comcast Xfinity, Cox and Spectrum | for Cable Plans Up to 800 Mbps | DOCSIS 3.0 + Gigabit Router\", \"asin\": \"B07BRZ2KW5\", \"price\": \"$187.13\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6Cable Modem Router CAX30-100NAR Compatible with Xfinity, Spectrum, and Cox, AX2700 (Up to 2.7Gbps) DOCSIS 3.1 (Renewed)\", \"asin\": \"B09B1SYVC1\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Netgear Gigabit Cable Modem (32x8) DOCSIS 3.1 | for XFINITY by Comcast, Cox. Compatible with Gig-Speed from Xfinity - CM1000-1AZNAS (Renewed)\", \"asin\": \"B07ND1PQMS\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"U3 4G LTE Mobile Hotspot, Portable WiFi Hotspot for Travel in 200+ Countries, No SIM Card Needed, 10 Connected Devices and Global 1GB Data 90 Days, Pocket WiFi Hotspot Device (U3 Black)\", \"asin\": \"B07TXBWHYR\", \"price\": \"$109.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"ARRIS (SB6190-RB) - Cable Modem - Fast DOCSIS 3.0 32x8 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 800 Mbps Max Internet Speed, 2 Year Warranty - Renewed\", \"asin\": \"B06XPRDVDC\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"ARRIS (SBG10-RB) - Cable Modem Router Combo - Fast DOCSIS 3.0 16 x 4 Gigabit & AC1600 WiFi, For Comcast Xfinity, Cox, Spectrum, 400 Mbps Max Internet Speeds - Renewed\", \"asin\": \"B098PCVQ52\", \"price\": \"$42.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"ARRIS (SB8200-RB) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels - Renewed\", \"asin\": \"B07M8BNVSD\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"NETGEAR Nighthawk Cable Modem CM1200 - Compatible with All Cable Providers| For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet Ports | DOCSIS 3.1, Black (Renewed)\", \"asin\": \"B08HY7KRPT\", \"price\": \"$104.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Only 17 left in stock - order soon.\"},\n{\"title\": \"(SB6183-RB) Cable Modem - Fast DOCSIS 3.0 16x4 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 400 Mbps Max Internet Speed, 2 Year Warranty - Renewed\", \"asin\": \"B01ERK1JLM\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"(S33) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit WiFi For Comcast Xfinity, Cox, Spectrum & More 1 & 2.5 Gbps Ports 2.5 Gbps Max Internet Speeds 4 OFDM Channels 2 Year Warranty\", \"asin\": \"B08FMSC5WZ\", \"price\": \"$189.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Cable Modem CM700 - Compatible with all Cable Providers incl. Xfinity, Spectrum, Cox | For Cable Plans up to 800Mbps | DOCSIS 3.0| Black\", \"asin\": \"B01M981YYL\", \"price\": \"$99.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"(T25) - Cable Modem - Fast DOCSIS 3.1 Gigabit Cable Modem , Comcast Xfinity Internet & Voice , Two 1 Gbps Ports, 800 Mbps Max with Xfinity Plan\", \"asin\": \"B07MGPPNZD\", \"price\": \"$171.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:40:15.648Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "wifi router"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$31.58", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"promotion_items": [{"title": "Hitron CODA DOCSIS 3.1 Modem | 1 Gbps Max Internet Speeds | Certified with Comcast Xfinity, Charter Spectrum, Cox & More | 10x Faster Than DOCSIS 3.0 | 1 Gbps Ethernet Cable Modem ONLY", "asin": "", "price": "$99.99", "quantity": ""},
{"title": "Motorola MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds", "asin": "", "price": "$189.99", "quantity": ""},
{"title": "ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty", "asin": "", "price": "$219.00", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Hitron CODA DOCSIS 3.1 Modem | 1 Gbps Max Internet Speeds | Certified with Comcast Xfinity, Charter Spectrum, Cox & More | 10x Faster Than DOCSIS 3.0 | 1 Gbps Ethernet Cable Modem ONLY", "asin": "B0981553MT", "price": "$99.99", "quantity": ""},
{"title": "Motorola MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds", "asin": "B08DDFKXKC", "price": "$189.99", "quantity": ""},
{"title": "ARRIS (G18) - Cable Modem Router Combo - Fast DOCSIS 3.1 Multi-Gigabit WiFi 6 (AX1800), Approved for Comcast Xfinity, Cox, Spectrum & More", "asin": "B0DV1VFFVJ", "price": "$179.00", "quantity": ""},
{"title": "ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty", "asin": "B0D94ZWX81", "price": "$219.00", "quantity": ""},
{"title": "Netgear Gigabit Cable Modem (32x8) DOCSIS 3.1 | for XFINITY by Comcast, Cox. Compatible with Gig-Speed from Xfinity - CM1000-1AZNAS (Renewed)", "asin": "B07ND1PQMS", "price": "$79.99", "quantity": ""}],
"ads": [{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \u2013 Approved for Today\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps", "asin": "B0D3FHM3BC"},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM2500) \u2013 Approved for Today\u2019s Faster Speeds & Compatible with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2Gbps", "asin": "B0D3W6N667"},
{"title": "NETGEAR Nighthawk Modem Router Combo (CAX30) DOCSIS 3.1 Cable Modem and WiFi 6 Router - AX2700 2.7 Gbps - Compatible with Xfinity, Spectrum, Cox, and More - Gigabit Wireless Internet", "asin": "B0D6GZDYS3"}],
"search_results": [{"title": "CODA DOCSIS 3.1 Modem | 1 Gbps Max Internet Speeds | Certified with Comcast Xfinity, Charter Spectrum, Cox & More | 10x Faster Than DOCSIS 3.0 | 1 Gbps Ethernet Cable Modem ONLY", "asin": "B0981553MT", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds", "asin": "B08DDFKXKC", "price": "$189.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Netgear Nighthawk Cable Modem WiFi Router Combo C7000-Compatibility Cable Providers Including Xfinity by Comcast, Spectrum, Cox (Renewed)", "asin": "B07WMRBGC7", "price": "$99.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "(SB8200) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels", "asin": "B07DY16W2Z", "price": "$168.27", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "(SB6190) - Cable Modem - Fast DOCSIS 3.0 32x8 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 800 Mbps Max Internet Speed, 2 Year Warranty - White", "asin": "B016PE1X5K", "price": "$63.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "WiFi 6 Wireless Range Extender | 1.8 Gbps Speed | 2,000 Sq. FT Coverage | RE7350-AMZ | 2024 Release", "asin": "B0CSB2L9FJ", "price": "$74.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Cable Modem CM500 - Compatible with All Cable Providers Including Xfinity by Comcast, Spectrum, Cox | for Cable Plans Up to 400Mbps | DOCSIS 3.0", "asin": "B06XH46MWW", "price": "$48.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "CODA56 Multi-Gigabit DOCSIS 3.1 Modem | 2.5 Gbps Max Internet Speeds | Certified with Xfinity, Charter Spectrum, Cox | 10x Faster Than DOCSIS 3.0 | 2.5 Gbps Ethernet Cable Modem ONLY", "asin": "B0BKZ4DHNL", "price": "$139.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "MG7550 - Modem with Built in WiFi | Approved for Comcast Xfinity, Cox | For Plans Up to 300 Mbps | DOCSIS 3.0 + AC1900 WiFi Router | Power Boost Enabled", "asin": "B01JGT2JI6", "price": "$88.15", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "(G34) - Cable Modem Router Combo - Fast DOCSIS 3.1 Gigabit WiFi 6 (AX3000), Approved for Comcast Xfinity, Cox, Spectrum & More, 1 Gbps Max Internet Speeds", "asin": "B096W716BY", "price": "$199.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \u2013 Approved for Today\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps", "asin": "B0D3FHM3BC", "price": "$299.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Nighthawk Modem Router Combo C7000-Compatible with Cable Providers Including Xfinity by Comcast, Spectrum, Cox,Plans Up to 800Mbps | AC1900 WiFi Speed | DOCSIS 3.0", "asin": "B00ZUPOF7Y", "price": "$192.99", "delivery": "FREE delivery Apr 16 - 17"},
{"title": "MB7621 Cable Modem | Pairs with Any WiFi Router | Approved by Comcast Xfinity, Cox, and Spectrum | for Cable Plans Up to 900 Mbps | DOCSIS 3.0", "asin": "B077BL65HS", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "(SBG10) - Cable Modem Router Combo - Fast DOCSIS 3.0 16 x 4 Gigabit & AC1600 WiFi, For Comcast Xfinity, Cox, Spectrum, 400 Mbps Max Internet Speeds", "asin": "B07H42QXF1", "price": "$83.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "MR20EC | Dual-Band Mesh WIFI 6 Router | 3.0 (AX3000) Speeds | Connect 25+ Devices | 2,000 Sq Ft Coverage | 18 Month Warranty", "asin": "B0B7QC7HP1", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "(S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty", "asin": "B0D94ZWX81", "price": "$219.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "MG7700 Modem WiFi Router Combo with Power Boost | Approved by Comcast Xfinity, Cox and Spectrum | for Cable Plans Up to 800 Mbps | DOCSIS 3.0 + Gigabit Router", "asin": "B07BRZ2KW5", "price": "$187.13", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Nighthawk WiFi 6Cable Modem Router CAX30-100NAR Compatible with Xfinity, Spectrum, and Cox, AX2700 (Up to 2.7Gbps) DOCSIS 3.1 (Renewed)", "asin": "B09B1SYVC1", "price": "$149.99", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Netgear Gigabit Cable Modem (32x8) DOCSIS 3.1 | for XFINITY by Comcast, Cox. Compatible with Gig-Speed from Xfinity - CM1000-1AZNAS (Renewed)", "asin": "B07ND1PQMS", "price": "$79.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "U3 4G LTE Mobile Hotspot, Portable WiFi Hotspot for Travel in 200+ Countries, No SIM Card Needed, 10 Connected Devices and Global 1GB Data 90 Days, Pocket WiFi Hotspot Device (U3 Black)", "asin": "B07TXBWHYR", "price": "$109.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (SB6190-RB) - Cable Modem - Fast DOCSIS 3.0 32x8 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 800 Mbps Max Internet Speed, 2 Year Warranty - Renewed", "asin": "B06XPRDVDC", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (SBG10-RB) - Cable Modem Router Combo - Fast DOCSIS 3.0 16 x 4 Gigabit & AC1600 WiFi, For Comcast Xfinity, Cox, Spectrum, 400 Mbps Max Internet Speeds - Renewed", "asin": "B098PCVQ52", "price": "$42.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (SB8200-RB) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels - Renewed", "asin": "B07M8BNVSD", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with All Cable Providers| For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet Ports | DOCSIS 3.1, Black (Renewed)", "asin": "B08HY7KRPT", "price": "$104.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Only 17 left in stock - order soon."},
{"title": "(SB6183-RB) Cable Modem - Fast DOCSIS 3.0 16x4 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 400 Mbps Max Internet Speed, 2 Year Warranty - Renewed", "asin": "B01ERK1JLM", "price": "$29.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "(S33) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit WiFi For Comcast Xfinity, Cox, Spectrum & More 1 & 2.5 Gbps Ports 2.5 Gbps Max Internet Speeds 4 OFDM Channels 2 Year Warranty", "asin": "B08FMSC5WZ", "price": "$189.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Cable Modem CM700 - Compatible with all Cable Providers incl. Xfinity, Spectrum, Cox | For Cable Plans up to 800Mbps | DOCSIS 3.0| Black", "asin": "B01M981YYL", "price": "$99.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "(T25) - Cable Modem - Fast DOCSIS 3.1 Gigabit Cable Modem , Comcast Xfinity Internet & Voice , Two 1 Gbps Ports, 800 Mbps Max with Xfinity Plan", "asin": "B07MGPPNZD", "price": "$171.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T22:40:15.648Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-10T22:40:15.648Z
|
click
|
search
|
rule
|
2025-04-10T22:40:15.648Z
|
click
|
search
|
train
| 325 |
2025-04-10T22:40:15.648Z
|
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": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "wifi router"}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$31.58", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"promotion_items": [{"title": "Hitron CODA DOCSIS 3.1 Modem | 1 Gbps Max Internet Speeds | Certified with Comcast Xfinity, Charter Spectrum, Cox & More | 10x Faster Than DOCSIS 3.0 | 1 Gbps Ethernet Cable Modem ONLY", "asin": "", "price": "$99.99", "quantity": ""},
{"title": "Motorola MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds", "asin": "", "price": "$189.99", "quantity": ""},
{"title": "ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty", "asin": "", "price": "$219.00", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Hitron CODA DOCSIS 3.1 Modem | 1 Gbps Max Internet Speeds | Certified with Comcast Xfinity, Charter Spectrum, Cox & More | 10x Faster Than DOCSIS 3.0 | 1 Gbps Ethernet Cable Modem ONLY", "asin": "B0981553MT", "price": "$99.99", "quantity": ""},
{"title": "Motorola MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds", "asin": "B08DDFKXKC", "price": "$189.99", "quantity": ""},
{"title": "ARRIS (G18) - Cable Modem Router Combo - Fast DOCSIS 3.1 Multi-Gigabit WiFi 6 (AX1800), Approved for Comcast Xfinity, Cox, Spectrum & More", "asin": "B0DV1VFFVJ", "price": "$179.00", "quantity": ""},
{"title": "ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty", "asin": "B0D94ZWX81", "price": "$219.00", "quantity": ""},
{"title": "Netgear Gigabit Cable Modem (32x8) DOCSIS 3.1 | for XFINITY by Comcast, Cox. Compatible with Gig-Speed from Xfinity - CM1000-1AZNAS (Renewed)", "asin": "B07ND1PQMS", "price": "$79.99", "quantity": ""}],
"ads": [{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \u2013 Approved for Today\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps", "asin": "B0D3FHM3BC"},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM2500) \u2013 Approved for Today\u2019s Faster Speeds & Compatible with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2Gbps", "asin": "B0D3W6N667"},
{"title": "NETGEAR Nighthawk Modem Router Combo (CAX30) DOCSIS 3.1 Cable Modem and WiFi 6 Router - AX2700 2.7 Gbps - Compatible with Xfinity, Spectrum, Cox, and More - Gigabit Wireless Internet", "asin": "B0D6GZDYS3"}],
"search_results": [{"title": "CODA DOCSIS 3.1 Modem | 1 Gbps Max Internet Speeds | Certified with Comcast Xfinity, Charter Spectrum, Cox & More | 10x Faster Than DOCSIS 3.0 | 1 Gbps Ethernet Cable Modem ONLY", "asin": "B0981553MT", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds", "asin": "B08DDFKXKC", "price": "$189.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Netgear Nighthawk Cable Modem WiFi Router Combo C7000-Compatibility Cable Providers Including Xfinity by Comcast, Spectrum, Cox (Renewed)", "asin": "B07WMRBGC7", "price": "$99.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "(SB8200) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels", "asin": "B07DY16W2Z", "price": "$168.27", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "(SB6190) - Cable Modem - Fast DOCSIS 3.0 32x8 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 800 Mbps Max Internet Speed, 2 Year Warranty - White", "asin": "B016PE1X5K", "price": "$63.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "WiFi 6 Wireless Range Extender | 1.8 Gbps Speed | 2,000 Sq. FT Coverage | RE7350-AMZ | 2024 Release", "asin": "B0CSB2L9FJ", "price": "$74.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Cable Modem CM500 - Compatible with All Cable Providers Including Xfinity by Comcast, Spectrum, Cox | for Cable Plans Up to 400Mbps | DOCSIS 3.0", "asin": "B06XH46MWW", "price": "$48.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "CODA56 Multi-Gigabit DOCSIS 3.1 Modem | 2.5 Gbps Max Internet Speeds | Certified with Xfinity, Charter Spectrum, Cox | 10x Faster Than DOCSIS 3.0 | 2.5 Gbps Ethernet Cable Modem ONLY", "asin": "B0BKZ4DHNL", "price": "$139.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "MG7550 - Modem with Built in WiFi | Approved for Comcast Xfinity, Cox | For Plans Up to 300 Mbps | DOCSIS 3.0 + AC1900 WiFi Router | Power Boost Enabled", "asin": "B01JGT2JI6", "price": "$88.15", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "(G34) - Cable Modem Router Combo - Fast DOCSIS 3.1 Gigabit WiFi 6 (AX3000), Approved for Comcast Xfinity, Cox, Spectrum & More, 1 Gbps Max Internet Speeds", "asin": "B096W716BY", "price": "$199.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \u2013 Approved for Today\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps", "asin": "B0D3FHM3BC", "price": "$299.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Nighthawk Modem Router Combo C7000-Compatible with Cable Providers Including Xfinity by Comcast, Spectrum, Cox,Plans Up to 800Mbps | AC1900 WiFi Speed | DOCSIS 3.0", "asin": "B00ZUPOF7Y", "price": "$192.99", "delivery": "FREE delivery Apr 16 - 17"},
{"title": "MB7621 Cable Modem | Pairs with Any WiFi Router | Approved by Comcast Xfinity, Cox, and Spectrum | for Cable Plans Up to 900 Mbps | DOCSIS 3.0", "asin": "B077BL65HS", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "(SBG10) - Cable Modem Router Combo - Fast DOCSIS 3.0 16 x 4 Gigabit & AC1600 WiFi, For Comcast Xfinity, Cox, Spectrum, 400 Mbps Max Internet Speeds", "asin": "B07H42QXF1", "price": "$83.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "MR20EC | Dual-Band Mesh WIFI 6 Router | 3.0 (AX3000) Speeds | Connect 25+ Devices | 2,000 Sq Ft Coverage | 18 Month Warranty", "asin": "B0B7QC7HP1", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "(S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty", "asin": "B0D94ZWX81", "price": "$219.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "MG7700 Modem WiFi Router Combo with Power Boost | Approved by Comcast Xfinity, Cox and Spectrum | for Cable Plans Up to 800 Mbps | DOCSIS 3.0 + Gigabit Router", "asin": "B07BRZ2KW5", "price": "$187.13", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Nighthawk WiFi 6Cable Modem Router CAX30-100NAR Compatible with Xfinity, Spectrum, and Cox, AX2700 (Up to 2.7Gbps) DOCSIS 3.1 (Renewed)", "asin": "B09B1SYVC1", "price": "$149.99", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Netgear Gigabit Cable Modem (32x8) DOCSIS 3.1 | for XFINITY by Comcast, Cox. Compatible with Gig-Speed from Xfinity - CM1000-1AZNAS (Renewed)", "asin": "B07ND1PQMS", "price": "$79.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "U3 4G LTE Mobile Hotspot, Portable WiFi Hotspot for Travel in 200+ Countries, No SIM Card Needed, 10 Connected Devices and Global 1GB Data 90 Days, Pocket WiFi Hotspot Device (U3 Black)", "asin": "B07TXBWHYR", "price": "$109.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (SB6190-RB) - Cable Modem - Fast DOCSIS 3.0 32x8 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 800 Mbps Max Internet Speed, 2 Year Warranty - Renewed", "asin": "B06XPRDVDC", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (SBG10-RB) - Cable Modem Router Combo - Fast DOCSIS 3.0 16 x 4 Gigabit & AC1600 WiFi, For Comcast Xfinity, Cox, Spectrum, 400 Mbps Max Internet Speeds - Renewed", "asin": "B098PCVQ52", "price": "$42.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ARRIS (SB8200-RB) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels - Renewed", "asin": "B07M8BNVSD", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with All Cable Providers| For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet Ports | DOCSIS 3.1, Black (Renewed)", "asin": "B08HY7KRPT", "price": "$104.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Only 17 left in stock - order soon."},
{"title": "(SB6183-RB) Cable Modem - Fast DOCSIS 3.0 16x4 Gigabit Cable Modem, For Comcast Xfinity, Cox, Spectrum and more, 1 Gbps Port, 400 Mbps Max Internet Speed, 2 Year Warranty - Renewed", "asin": "B01ERK1JLM", "price": "$29.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "(S33) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit WiFi For Comcast Xfinity, Cox, Spectrum & More 1 & 2.5 Gbps Ports 2.5 Gbps Max Internet Speeds 4 OFDM Channels 2 Year Warranty", "asin": "B08FMSC5WZ", "price": "$189.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Cable Modem CM700 - Compatible with all Cable Providers incl. Xfinity, Spectrum, Cox | For Cable Plans up to 800Mbps | DOCSIS 3.0| Black", "asin": "B01M981YYL", "price": "$99.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "(T25) - Cable Modem - Fast DOCSIS 3.1 Gigabit Cable Modem , Comcast Xfinity Internet & Voice , Two 1 Gbps Ports, 800 Mbps Max with Xfinity Plan", "asin": "B07MGPPNZD", "price": "$171.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T22:40:15.648Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:46.070Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:50:58.581Z\", \"action\": \"purchase\", \"action_argument\": \"B09NVPJ9ZG\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"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\"cart_items\": [{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$31.58\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0B3SQK74L\"},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\"},\n{\"price\": \"$129.99\"},\n{\"bullet_list\": \"Tri-Band WiFi 6E Router - Up to 5400 Mbps WiFi for faster browsing, streaming, gaming and downloading, all at the same time(6 GHz: 2402 Mbps;5 GHz: 2402 Mbps;2.4 GHz: 574 Mbps) WiFi 6E Unleashed \\u2013 The brand new 6 GHz band brings more bandwidth, faster speeds, and near-zero latency; Enables more responsive gaming and video chatting Connect More Devices\\u2014True Tri-Band and OFDMA technology increase capacity by 4 times to enable simultaneous transmission to more devices More RAM, Better Processing - Armed with a 1.7 GHz Quad-Core CPU and 512 MB High-Speed Memory OneMesh Supported \\u2013 Creates a OneMesh network by connecting to a TP-Link OneMesh Extender for seamless whole-home coverage. VPN Server and Client: Archer AXE75 Supports both VPN Server and VPN Client (OpenVPN/PPTP/L2TP) TP-Link HomeShield - TP-Link's premium security service keeps your home network safe with cutting-edge network and IoT protection. Free features: 1. Basic Network Security including Security Scan and IoT Device Identification 2. Basic Parental Controls 3. Quality of Service 4. Basic Weekly/Monthly Reports. Visit TP-Link website for more information. Works with all internet service providers, such as AT&T, Verizon, Xfinity, Spectrum, RCN, Cox, CenturyLink, Frontier, etc.( a modem is required for most internet service providers)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"WiFi 6E, AXE5400, Tri-Band\"}],\n\"promotion_items\": [{\"title\": \"TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support\", \"asin\": \"B0CJSNSVMR\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Dual-Band AX3000 Wi-Fi 6 Router Archer AX55 | Wireless Gigabit Internet Router for Home | EasyMesh Compatible | VPN Clients & Server | HomeShield, OFDMA, MU-MIMO | USB 3.0 | Secure by Design\", \"asin\": \"B09G5W9R6R\", \"price\": \"$71.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Deco AXE4900 Tri-Band WiFi 6E Mesh WiFi System (Deco XE70 Pro) - 2.5G WAN/LAN Ports, 4.9 Gbps Wi-Fi 7,200 Sq. Ft Coverage, Connect up to 200 Devices, New 6 GHz Band, 3-Pack 2024 Release\", \"asin\": \"B0CZ7NQR5B\", \"price\": \"$239.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS300) - Security Features, BE9300 Wireless Speed (up to 9.3Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port\", \"asin\": \"B0D4JBGPH4\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Deco AXE5400 Tri-Band WiFi 6E Mesh System(Deco XE75) - Covers up to 2900 Sq.Ft, Replaces WiFi Router and Extender, AI-Driven Mesh, New 6GHz Band, 1-Pack\", \"asin\": \"B0B3YZ5DQB\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support\", \"asin\": \"B0CJSNSVMR\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Dual-Band AX3000 Wi-Fi 6 Router Archer AX55 | Wireless Gigabit Internet Router for Home | EasyMesh Compatible | VPN Clients & Server | HomeShield, OFDMA, MU-MIMO | USB 3.0 | Secure by Design\", \"asin\": \"B09G5W9R6R\", \"price\": \"$71.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Deco AXE5400 Tri-Band WiFi 6E Mesh System(Deco XE75) - Covers up to 2900 Sq.Ft, Replaces WiFi Router and Extender, AI-Driven Mesh, New 6GHz Band, 1-Pack\", \"asin\": \"B0B3YZ5DQB\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Deco Mesh WiFi System(Deco M5) \\u2013Up to 3,800 sq. ft. Whole Home Coverage and 60+ Devices, WiFi Router/Extender Replacement, Parental Controls, 2-pack\", \"asin\": \"B0797D6853\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"TRENDnet AC2200 Tri-Band PoE+ Indoor Wireless Access Point, 867Mbps WiFi AC + 400Mbps WiFi N Bands, Wave 2 MUMIMO, Client Bridge, WDS, AP, WDS Bridge, WDS Station, Repeater Modes, White, TEW-826DAP\", \"asin\": \"B07H3FBRW4\", \"price\": \"$124.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\"},\n{\"title\": \"TP-Link AX5400 Tri-Band WiFi 6 Router (Archer AX75)- Gigabit Wireless Internet Router, ax Router for Streaming and Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SN1187\", \"price\": \"$237.99\"},\n{\"title\": \"TP-Link 7 Stream AX3200 WiFi 6 Router (Archer AX32)- Dual Band Gigabit Wireless Internet Router, High-Speed ax Router for Streaming, Long Range Coverage\", \"asin\": \"B09BYJ77L6\", \"price\": \"$159.99\"},\n{\"title\": \"TP-Link Dual-Band AX3000 Wi-Fi 6 Router Archer AX55 | Wireless Gigabit Internet Router for Home | EasyMesh Compatible | VPN Clients & Server | HomeShield, OFDMA, MU-MIMO | USB 3.0 | Secure by Design\", \"asin\": \"B09G5W9R6R\", \"price\": \"$71.99\"},\n{\"title\": \"Linksys Hydra Pro 6 Mesh WiFi 6 Router - WiFi Extender Replacement - MR5500-AMZ - Mesh WiFi Router for Wireless Internet - WiFi Mesh Wireless Router - Mesh Router Connect to 30+ Devices 2,700 Sq Ft\", \"asin\": \"B09VCWRZMV\", \"price\": \"$110.00\"},\n{\"title\": \"TP-Link - Archer AXE7800 Tri-Band Wi-Fi 6E Router - Black (Renewed)\", \"asin\": \"B0CDZL62VY\", \"price\": \"$179.99\"}]\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\": \"2025-04-10T22:54:33.370Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "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": ""}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$31.58", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B0B3SQK74L"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3"},
{"price": "$129.99"},
{"bullet_list": "Tri-Band WiFi 6E Router - Up to 5400 Mbps WiFi for faster browsing, streaming, gaming and downloading, all at the same time(6 GHz: 2402 Mbps;5 GHz: 2402 Mbps;2.4 GHz: 574 Mbps) WiFi 6E Unleashed \u2013 The brand new 6 GHz band brings more bandwidth, faster speeds, and near-zero latency; Enables more responsive gaming and video chatting Connect More Devices\u2014True Tri-Band and OFDMA technology increase capacity by 4 times to enable simultaneous transmission to more devices More RAM, Better Processing - Armed with a 1.7 GHz Quad-Core CPU and 512 MB High-Speed Memory OneMesh Supported \u2013 Creates a OneMesh network by connecting to a TP-Link OneMesh Extender for seamless whole-home coverage. VPN Server and Client: Archer AXE75 Supports both VPN Server and VPN Client (OpenVPN/PPTP/L2TP) TP-Link HomeShield - TP-Link's premium security service keeps your home network safe with cutting-edge network and IoT protection. Free features: 1. Basic Network Security including Security Scan and IoT Device Identification 2. Basic Parental Controls 3. Quality of Service 4. Basic Weekly/Monthly Reports. Visit TP-Link website for more information. Works with all internet service providers, such as AT&T, Verizon, Xfinity, Spectrum, RCN, Cox, CenturyLink, Frontier, etc.( a modem is required for most internet service providers)"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}],
"promotion_items": [{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""},
{"title": "TP-Link Dual-Band AX3000 Wi-Fi 6 Router Archer AX55 | Wireless Gigabit Internet Router for Home | EasyMesh Compatible | VPN Clients & Server | HomeShield, OFDMA, MU-MIMO | USB 3.0 | Secure by Design", "asin": "B09G5W9R6R", "price": "$71.99", "quantity": ""},
{"title": "TP-Link Deco AXE4900 Tri-Band WiFi 6E Mesh WiFi System (Deco XE70 Pro) - 2.5G WAN/LAN Ports, 4.9 Gbps Wi-Fi 7,200 Sq. Ft Coverage, Connect up to 200 Devices, New 6 GHz Band, 3-Pack 2024 Release", "asin": "B0CZ7NQR5B", "price": "$239.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS300) - Security Features, BE9300 Wireless Speed (up to 9.3Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port", "asin": "B0D4JBGPH4", "price": "$299.99", "quantity": ""},
{"title": "TP-Link Deco AXE5400 Tri-Band WiFi 6E Mesh System(Deco XE75) - Covers up to 2900 Sq.Ft, Replaces WiFi Router and Extender, AI-Driven Mesh, New 6GHz Band, 1-Pack", "asin": "B0B3YZ5DQB", "price": "$119.99", "quantity": ""},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""},
{"title": "TP-Link Dual-Band AX3000 Wi-Fi 6 Router Archer AX55 | Wireless Gigabit Internet Router for Home | EasyMesh Compatible | VPN Clients & Server | HomeShield, OFDMA, MU-MIMO | USB 3.0 | Secure by Design", "asin": "B09G5W9R6R", "price": "$71.99", "quantity": ""},
{"title": "TP-Link Deco AXE5400 Tri-Band WiFi 6E Mesh System(Deco XE75) - Covers up to 2900 Sq.Ft, Replaces WiFi Router and Extender, AI-Driven Mesh, New 6GHz Band, 1-Pack", "asin": "B0B3YZ5DQB", "price": "$119.99", "quantity": ""},
{"title": "TP-Link Deco Mesh WiFi System(Deco M5) \u2013Up to 3,800 sq. ft. Whole Home Coverage and 60+ Devices, WiFi Router/Extender Replacement, Parental Controls, 2-pack", "asin": "B0797D6853", "price": "$79.99", "quantity": ""},
{"title": "TRENDnet AC2200 Tri-Band PoE+ Indoor Wireless Access Point, 867Mbps WiFi AC + 400Mbps WiFi N Bands, Wave 2 MUMIMO, Client Bridge, WDS, AP, WDS Bridge, WDS Station, Repeater Modes, White, TEW-826DAP", "asin": "B07H3FBRW4", "price": "$124.99", "quantity": ""}],
"comparison_items": [{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99"},
{"title": "TP-Link AX5400 Tri-Band WiFi 6 Router (Archer AX75)- Gigabit Wireless Internet Router, ax Router for Streaming and Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SN1187", "price": "$237.99"},
{"title": "TP-Link 7 Stream AX3200 WiFi 6 Router (Archer AX32)- Dual Band Gigabit Wireless Internet Router, High-Speed ax Router for Streaming, Long Range Coverage", "asin": "B09BYJ77L6", "price": "$159.99"},
{"title": "TP-Link Dual-Band AX3000 Wi-Fi 6 Router Archer AX55 | Wireless Gigabit Internet Router for Home | EasyMesh Compatible | VPN Clients & Server | HomeShield, OFDMA, MU-MIMO | USB 3.0 | Secure by Design", "asin": "B09G5W9R6R", "price": "$71.99"},
{"title": "Linksys Hydra Pro 6 Mesh WiFi 6 Router - WiFi Extender Replacement - MR5500-AMZ - Mesh WiFi Router for Wireless Internet - WiFi Mesh Wireless Router - Mesh Router Connect to 30+ Devices 2,700 Sq Ft", "asin": "B09VCWRZMV", "price": "$110.00"},
{"title": "TP-Link - Archer AXE7800 Tri-Band Wi-Fi 6E Router - Black (Renewed)", "asin": "B0CDZL62VY", "price": "$179.99"}]
<|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": "2025-04-10T22:54:33.370Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-10T22:54:33.370Z
|
purchase
|
B0B3SQK74L
|
rule
|
2025-04-10T22:54:33.370Z
|
purchase
|
B0B3SQK74L
|
train
| 326 |
2025-04-10T22:54:33.370Z
|
purchase
|
B0B3SQK74L
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "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": ""}],
"cart_items": [{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$31.58", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B0B3SQK74L"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3"},
{"price": "$129.99"},
{"bullet_list": "Tri-Band WiFi 6E Router - Up to 5400 Mbps WiFi for faster browsing, streaming, gaming and downloading, all at the same time(6 GHz: 2402 Mbps;5 GHz: 2402 Mbps;2.4 GHz: 574 Mbps) WiFi 6E Unleashed \u2013 The brand new 6 GHz band brings more bandwidth, faster speeds, and near-zero latency; Enables more responsive gaming and video chatting Connect More Devices\u2014True Tri-Band and OFDMA technology increase capacity by 4 times to enable simultaneous transmission to more devices More RAM, Better Processing - Armed with a 1.7 GHz Quad-Core CPU and 512 MB High-Speed Memory OneMesh Supported \u2013 Creates a OneMesh network by connecting to a TP-Link OneMesh Extender for seamless whole-home coverage. VPN Server and Client: Archer AXE75 Supports both VPN Server and VPN Client (OpenVPN/PPTP/L2TP) TP-Link HomeShield - TP-Link's premium security service keeps your home network safe with cutting-edge network and IoT protection. Free features: 1. Basic Network Security including Security Scan and IoT Device Identification 2. Basic Parental Controls 3. Quality of Service 4. Basic Weekly/Monthly Reports. Visit TP-Link website for more information. Works with all internet service providers, such as AT&T, Verizon, Xfinity, Spectrum, RCN, Cox, CenturyLink, Frontier, etc.( a modem is required for most internet service providers)"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}],
"promotion_items": [{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""},
{"title": "TP-Link Dual-Band AX3000 Wi-Fi 6 Router Archer AX55 | Wireless Gigabit Internet Router for Home | EasyMesh Compatible | VPN Clients & Server | HomeShield, OFDMA, MU-MIMO | USB 3.0 | Secure by Design", "asin": "B09G5W9R6R", "price": "$71.99", "quantity": ""},
{"title": "TP-Link Deco AXE4900 Tri-Band WiFi 6E Mesh WiFi System (Deco XE70 Pro) - 2.5G WAN/LAN Ports, 4.9 Gbps Wi-Fi 7,200 Sq. Ft Coverage, Connect up to 200 Devices, New 6 GHz Band, 3-Pack 2024 Release", "asin": "B0CZ7NQR5B", "price": "$239.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS300) - Security Features, BE9300 Wireless Speed (up to 9.3Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port", "asin": "B0D4JBGPH4", "price": "$299.99", "quantity": ""},
{"title": "TP-Link Deco AXE5400 Tri-Band WiFi 6E Mesh System(Deco XE75) - Covers up to 2900 Sq.Ft, Replaces WiFi Router and Extender, AI-Driven Mesh, New 6GHz Band, 1-Pack", "asin": "B0B3YZ5DQB", "price": "$119.99", "quantity": ""},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""},
{"title": "TP-Link Dual-Band AX3000 Wi-Fi 6 Router Archer AX55 | Wireless Gigabit Internet Router for Home | EasyMesh Compatible | VPN Clients & Server | HomeShield, OFDMA, MU-MIMO | USB 3.0 | Secure by Design", "asin": "B09G5W9R6R", "price": "$71.99", "quantity": ""},
{"title": "TP-Link Deco AXE5400 Tri-Band WiFi 6E Mesh System(Deco XE75) - Covers up to 2900 Sq.Ft, Replaces WiFi Router and Extender, AI-Driven Mesh, New 6GHz Band, 1-Pack", "asin": "B0B3YZ5DQB", "price": "$119.99", "quantity": ""},
{"title": "TP-Link Deco Mesh WiFi System(Deco M5) \u2013Up to 3,800 sq. ft. Whole Home Coverage and 60+ Devices, WiFi Router/Extender Replacement, Parental Controls, 2-pack", "asin": "B0797D6853", "price": "$79.99", "quantity": ""},
{"title": "TRENDnet AC2200 Tri-Band PoE+ Indoor Wireless Access Point, 867Mbps WiFi AC + 400Mbps WiFi N Bands, Wave 2 MUMIMO, Client Bridge, WDS, AP, WDS Bridge, WDS Station, Repeater Modes, White, TEW-826DAP", "asin": "B07H3FBRW4", "price": "$124.99", "quantity": ""}],
"comparison_items": [{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99"},
{"title": "TP-Link AX5400 Tri-Band WiFi 6 Router (Archer AX75)- Gigabit Wireless Internet Router, ax Router for Streaming and Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SN1187", "price": "$237.99"},
{"title": "TP-Link 7 Stream AX3200 WiFi 6 Router (Archer AX32)- Dual Band Gigabit Wireless Internet Router, High-Speed ax Router for Streaming, Long Range Coverage", "asin": "B09BYJ77L6", "price": "$159.99"},
{"title": "TP-Link Dual-Band AX3000 Wi-Fi 6 Router Archer AX55 | Wireless Gigabit Internet Router for Home | EasyMesh Compatible | VPN Clients & Server | HomeShield, OFDMA, MU-MIMO | USB 3.0 | Secure by Design", "asin": "B09G5W9R6R", "price": "$71.99"},
{"title": "Linksys Hydra Pro 6 Mesh WiFi 6 Router - WiFi Extender Replacement - MR5500-AMZ - Mesh WiFi Router for Wireless Internet - WiFi Mesh Wireless Router - Mesh Router Connect to 30+ Devices 2,700 Sq Ft", "asin": "B09VCWRZMV", "price": "$110.00"},
{"title": "TP-Link - Archer AXE7800 Tri-Band Wi-Fi 6E Router - Black (Renewed)", "asin": "B0CDZL62VY", "price": "$179.99"}]
<|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": "2025-04-10T22:54:33.370Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:46.070Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:50:58.581Z\", \"action\": \"purchase\", \"action_argument\": \"B09NVPJ9ZG\"}\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\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\": \"2025-04-13T05:31:02.490Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
<|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": "2025-04-13T05:31:02.490Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T05:31:02.490Z
|
input
|
man
|
rule
|
2025-04-13T05:31:02.490Z
|
input
|
man
|
train
| 327 |
2025-04-13T05:31:02.490Z
|
input
|
man
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
<|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": "2025-04-13T05:31:02.490Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:46.070Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:50:58.581Z\", \"action\": \"purchase\", \"action_argument\": \"B09NVPJ9ZG\"}\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"man\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T05:31:06.087Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "man"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:31:06.087Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T05:31:06.087Z
|
click
|
search
|
rule
|
2025-04-13T05:31:06.087Z
|
click
|
search
|
train
| 328 |
2025-04-13T05:31:06.087Z
|
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": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "man"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:31:06.087Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:46.070Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:50:58.581Z\", \"action\": \"purchase\", \"action_argument\": \"B09NVPJ9ZG\"}\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"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\": \"2025-04-13T05:31:08.650Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "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": "2025-04-13T05:31:08.650Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T05:31:08.650Z
|
input
|
manta sleep mask
|
rule
|
2025-04-13T05:31:08.650Z
|
input
|
manta sleep mask
|
train
| 329 |
2025-04-13T05:31:08.650Z
|
input
|
manta sleep mask
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "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": "2025-04-13T05:31:08.650Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:46.070Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:50:58.581Z\", \"action\": \"purchase\", \"action_argument\": \"B09NVPJ9ZG\"}\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"manta sleep mask\"}],\n\"cart_items\": [{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"quantity\": \"1\"},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$33.36\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07PRG2CQY\"},\n{\"title\": \"Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\"},\n{\"price\": \"$35.00\"},\n{\"bullet_list\": \"100% Blackout for Deeper Sleep \\u2014 Just a pinprick of light can disrupt REM and deep sleep, leading to post-sleep tiredness. That's why Manta perfectly covers and conforms to your eyes to block 100% of light, even in broad daylight \\u2014 so you always get deep, uninterrupted sleep. Infinitely Adjustable for Personalized Fit \\u2014 Manta is made to fit your unique face. Your eye cups' position, angle, and strap tightness are infinitely adjustable for a fit so seamless, that you barely feel your mask on your face. It's like it was custom-made for you. Soft, Breathable, Durable Materials \\u2014 Manta is designed for no-compromises comfort and is constructed with super soft, breathable, durable materials that gently conform to your face without putting any pressure on your eyes. Zero Pressure on Eyes or Lashes \\u2014 Deeply molded eye cups for complete comfort in every position. So you snooze soundly whether you're on your back, side, or stomach. 100% Machine Washable for Easy Care \\u2014 Designed with your busy life in mind, your Manta is a breeze to clean. Simply use cold water, place the mask (eye cups and all) in the included carrying pouch, which doubles as a handy laundry mesh net, and then lay it flat to air dry. Wake up every day to a refreshingly pristine sleep experience.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work\", \"asin\": \"B0C36K8SJJ\", \"price\": \"$85.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask\", \"asin\": \"B0D8M5MDCS\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Slim Sleep Mask - Ultra-Lightweight Blackout Eye Mask, Slim Elastic Head Band Comfort Design, Zero Pressure Eye Mask, Infinitely Adjustable Eye Cups, Perfect for Side Sleepers\", \"asin\": \"B08661DWZR\", \"price\": \"$35.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Sleep Slim Essential Bundle - Manta Slim Sleep Mask + Manta Original Head Strap - Ultra-Lightweight Blackout Eye Mask Paired with Original Adjustable Head Strap for Deep Sleep, Rest, Nap, Travel\", \"asin\": \"B0D83YWGBV\", \"price\": \"$54.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief\", \"asin\": \"B0865RLTXB\", \"price\": \"$45.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Sleep Pro & Slim Duo - Manta Slim Sleep Mask + Manta Pro Sleep Mask - 100% Total Blackout, Fully Adjustable, Zero Eye Pressure Eye Mask for Sleeping, Travels and Nap\", \"asin\": \"B0D83WHBZK\", \"price\": \"$105.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Sleep Slim Ice Bundle - Manta Slim Sleep Mask Plus Cool Eye Cups for Deep Relaxation, Puffy, Tired & Sore Eyes, Naps\", \"asin\": \"B0D8428BLX\", \"price\": \"$59.00\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\", \"asin\": \"B07PRG2CQY\", \"price\": \"$35.00\"},\n{\"title\": \"LitBear Sleep Mask for Side Sleeper Women Men, Eye Mask for Sleeping Light Blocking, 3D Contoured Cup Sleeping Mask, Soft Breathable Sleep Eye Mask with Adjustable Elastic Strap for Flight Nap\", \"asin\": \"B0C9DQX34F\", \"price\": \"$16.99\"},\n{\"title\": \"MABAO Sleep Mask for Side Sleeper, Eye Mask for Sleeping Women Men, 3D Contoured Cup No Eye Pressure 100% Light Blocking Sleeping Mask with Adjustable Strap Night Blindfold Flight, Travel, Nap, Black\", \"asin\": \"B09XTVHMQ1\", \"price\": \"$5.99\"},\n{\"title\": \"TOPOINT Sleep Mask Headphones Bluetooth Wireless 5.4, Breathable Cotton Eye Mask for Sleeping Side Sleepers Travel Music Headsets with Microphone Handsfree Men Women\", \"asin\": \"B0CKDZM4HH\", \"price\": \"$26.99\"},\n{\"title\": \"Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask\", \"asin\": \"B0D8M5MDCS\", \"price\": \"$69.00\"},\n{\"title\": \"YIVIEW Sleep Mask for Side Sleeper, Complete Light Blocking 3D Sleeping Eye Mask, Soft Breathable Eye Cover for Women Men, Relaxing Zero Pressure Night Blindfold\", \"asin\": \"B07Q6WLX5J\", \"price\": \"$9.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T05:31:31.010Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "manta sleep mask"}],
"cart_items": [{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": "1"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$33.36", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B07PRG2CQY"},
{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work"},
{"price": "$35.00"},
{"bullet_list": "100% Blackout for Deeper Sleep \u2014 Just a pinprick of light can disrupt REM and deep sleep, leading to post-sleep tiredness. That's why Manta perfectly covers and conforms to your eyes to block 100% of light, even in broad daylight \u2014 so you always get deep, uninterrupted sleep. Infinitely Adjustable for Personalized Fit \u2014 Manta is made to fit your unique face. Your eye cups' position, angle, and strap tightness are infinitely adjustable for a fit so seamless, that you barely feel your mask on your face. It's like it was custom-made for you. Soft, Breathable, Durable Materials \u2014 Manta is designed for no-compromises comfort and is constructed with super soft, breathable, durable materials that gently conform to your face without putting any pressure on your eyes. Zero Pressure on Eyes or Lashes \u2014 Deeply molded eye cups for complete comfort in every position. So you snooze soundly whether you're on your back, side, or stomach. 100% Machine Washable for Easy Care \u2014 Designed with your busy life in mind, your Manta is a breeze to clean. Simply use cold water, place the mask (eye cups and all) in the included carrying pouch, which doubles as a handy laundry mesh net, and then lay it flat to air dry. Wake up every day to a refreshingly pristine sleep experience."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Gray"},
{"Size": "1 Count (Pack of 1)"}],
"promotion_items": [{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "price": "$85.00", "quantity": ""},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00", "quantity": ""},
{"title": "Manta Slim Sleep Mask - Ultra-Lightweight Blackout Eye Mask, Slim Elastic Head Band Comfort Design, Zero Pressure Eye Mask, Infinitely Adjustable Eye Cups, Perfect for Side Sleepers", "asin": "B08661DWZR", "price": "$35.00", "quantity": ""},
{"title": "Manta Sleep Slim Essential Bundle - Manta Slim Sleep Mask + Manta Original Head Strap - Ultra-Lightweight Blackout Eye Mask Paired with Original Adjustable Head Strap for Deep Sleep, Rest, Nap, Travel", "asin": "B0D83YWGBV", "price": "$54.00", "quantity": ""},
{"title": "Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0865RLTXB", "price": "$45.00", "quantity": ""},
{"title": "Manta Sleep Pro & Slim Duo - Manta Slim Sleep Mask + Manta Pro Sleep Mask - 100% Total Blackout, Fully Adjustable, Zero Eye Pressure Eye Mask for Sleeping, Travels and Nap", "asin": "B0D83WHBZK", "price": "$105.00", "quantity": ""},
{"title": "Manta Sleep Slim Ice Bundle - Manta Slim Sleep Mask Plus Cool Eye Cups for Deep Relaxation, Puffy, Tired & Sore Eyes, Naps", "asin": "B0D8428BLX", "price": "$59.00", "quantity": ""}],
"comparison_items": [{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "price": "$35.00"},
{"title": "LitBear Sleep Mask for Side Sleeper Women Men, Eye Mask for Sleeping Light Blocking, 3D Contoured Cup Sleeping Mask, Soft Breathable Sleep Eye Mask with Adjustable Elastic Strap for Flight Nap", "asin": "B0C9DQX34F", "price": "$16.99"},
{"title": "MABAO Sleep Mask for Side Sleeper, Eye Mask for Sleeping Women Men, 3D Contoured Cup No Eye Pressure 100% Light Blocking Sleeping Mask with Adjustable Strap Night Blindfold Flight, Travel, Nap, Black", "asin": "B09XTVHMQ1", "price": "$5.99"},
{"title": "TOPOINT Sleep Mask Headphones Bluetooth Wireless 5.4, Breathable Cotton Eye Mask for Sleeping Side Sleepers Travel Music Headsets with Microphone Handsfree Men Women", "asin": "B0CKDZM4HH", "price": "$26.99"},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00"},
{"title": "YIVIEW Sleep Mask for Side Sleeper, Complete Light Blocking 3D Sleeping Eye Mask, Soft Breathable Eye Cover for Women Men, Relaxing Zero Pressure Night Blindfold", "asin": "B07Q6WLX5J", "price": "$9.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:31:31.010Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T05:31:31.010Z
|
click
|
page_related
|
rule
|
2025-04-13T05:31:31.010Z
|
click
|
page_related
|
train
| 330 |
2025-04-13T05:31:31.010Z
|
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": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "manta sleep mask"}],
"cart_items": [{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": "1"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$33.36", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B07PRG2CQY"},
{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work"},
{"price": "$35.00"},
{"bullet_list": "100% Blackout for Deeper Sleep \u2014 Just a pinprick of light can disrupt REM and deep sleep, leading to post-sleep tiredness. That's why Manta perfectly covers and conforms to your eyes to block 100% of light, even in broad daylight \u2014 so you always get deep, uninterrupted sleep. Infinitely Adjustable for Personalized Fit \u2014 Manta is made to fit your unique face. Your eye cups' position, angle, and strap tightness are infinitely adjustable for a fit so seamless, that you barely feel your mask on your face. It's like it was custom-made for you. Soft, Breathable, Durable Materials \u2014 Manta is designed for no-compromises comfort and is constructed with super soft, breathable, durable materials that gently conform to your face without putting any pressure on your eyes. Zero Pressure on Eyes or Lashes \u2014 Deeply molded eye cups for complete comfort in every position. So you snooze soundly whether you're on your back, side, or stomach. 100% Machine Washable for Easy Care \u2014 Designed with your busy life in mind, your Manta is a breeze to clean. Simply use cold water, place the mask (eye cups and all) in the included carrying pouch, which doubles as a handy laundry mesh net, and then lay it flat to air dry. Wake up every day to a refreshingly pristine sleep experience."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Gray"},
{"Size": "1 Count (Pack of 1)"}],
"promotion_items": [{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "price": "$85.00", "quantity": ""},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00", "quantity": ""},
{"title": "Manta Slim Sleep Mask - Ultra-Lightweight Blackout Eye Mask, Slim Elastic Head Band Comfort Design, Zero Pressure Eye Mask, Infinitely Adjustable Eye Cups, Perfect for Side Sleepers", "asin": "B08661DWZR", "price": "$35.00", "quantity": ""},
{"title": "Manta Sleep Slim Essential Bundle - Manta Slim Sleep Mask + Manta Original Head Strap - Ultra-Lightweight Blackout Eye Mask Paired with Original Adjustable Head Strap for Deep Sleep, Rest, Nap, Travel", "asin": "B0D83YWGBV", "price": "$54.00", "quantity": ""},
{"title": "Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0865RLTXB", "price": "$45.00", "quantity": ""},
{"title": "Manta Sleep Pro & Slim Duo - Manta Slim Sleep Mask + Manta Pro Sleep Mask - 100% Total Blackout, Fully Adjustable, Zero Eye Pressure Eye Mask for Sleeping, Travels and Nap", "asin": "B0D83WHBZK", "price": "$105.00", "quantity": ""},
{"title": "Manta Sleep Slim Ice Bundle - Manta Slim Sleep Mask Plus Cool Eye Cups for Deep Relaxation, Puffy, Tired & Sore Eyes, Naps", "asin": "B0D8428BLX", "price": "$59.00", "quantity": ""}],
"comparison_items": [{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "price": "$35.00"},
{"title": "LitBear Sleep Mask for Side Sleeper Women Men, Eye Mask for Sleeping Light Blocking, 3D Contoured Cup Sleeping Mask, Soft Breathable Sleep Eye Mask with Adjustable Elastic Strap for Flight Nap", "asin": "B0C9DQX34F", "price": "$16.99"},
{"title": "MABAO Sleep Mask for Side Sleeper, Eye Mask for Sleeping Women Men, 3D Contoured Cup No Eye Pressure 100% Light Blocking Sleeping Mask with Adjustable Strap Night Blindfold Flight, Travel, Nap, Black", "asin": "B09XTVHMQ1", "price": "$5.99"},
{"title": "TOPOINT Sleep Mask Headphones Bluetooth Wireless 5.4, Breathable Cotton Eye Mask for Sleeping Side Sleepers Travel Music Headsets with Microphone Handsfree Men Women", "asin": "B0CKDZM4HH", "price": "$26.99"},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00"},
{"title": "YIVIEW Sleep Mask for Side Sleeper, Complete Light Blocking 3D Sleeping Eye Mask, Soft Breathable Eye Cover for Women Men, Relaxing Zero Pressure Night Blindfold", "asin": "B07Q6WLX5J", "price": "$9.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:31:31.010Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:46.070Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:50:58.581Z\", \"action\": \"purchase\", \"action_argument\": \"B09NVPJ9ZG\"}\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"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\": \"manta sleep mask\"}],\n\"cart_items\": [{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"quantity\": \"1\"},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$33.36\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07PRG2CQY\"},\n{\"title\": \"Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\"},\n{\"price\": \"$35.00\"},\n{\"bullet_list\": \"100% Blackout for Deeper Sleep \\u2014 Just a pinprick of light can disrupt REM and deep sleep, leading to post-sleep tiredness. That's why Manta perfectly covers and conforms to your eyes to block 100% of light, even in broad daylight \\u2014 so you always get deep, uninterrupted sleep. Infinitely Adjustable for Personalized Fit \\u2014 Manta is made to fit your unique face. Your eye cups' position, angle, and strap tightness are infinitely adjustable for a fit so seamless, that you barely feel your mask on your face. It's like it was custom-made for you. Soft, Breathable, Durable Materials \\u2014 Manta is designed for no-compromises comfort and is constructed with super soft, breathable, durable materials that gently conform to your face without putting any pressure on your eyes. Zero Pressure on Eyes or Lashes \\u2014 Deeply molded eye cups for complete comfort in every position. So you snooze soundly whether you're on your back, side, or stomach. 100% Machine Washable for Easy Care \\u2014 Designed with your busy life in mind, your Manta is a breeze to clean. Simply use cold water, place the mask (eye cups and all) in the included carrying pouch, which doubles as a handy laundry mesh net, and then lay it flat to air dry. Wake up every day to a refreshingly pristine sleep experience.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work\", \"asin\": \"B0C36K8SJJ\", \"price\": \"$85.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask\", \"asin\": \"B0D8M5MDCS\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Slim Sleep Mask - Ultra-Lightweight Blackout Eye Mask, Slim Elastic Head Band Comfort Design, Zero Pressure Eye Mask, Infinitely Adjustable Eye Cups, Perfect for Side Sleepers\", \"asin\": \"B08661DWZR\", \"price\": \"$35.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Sleep Slim Essential Bundle - Manta Slim Sleep Mask + Manta Original Head Strap - Ultra-Lightweight Blackout Eye Mask Paired with Original Adjustable Head Strap for Deep Sleep, Rest, Nap, Travel\", \"asin\": \"B0D83YWGBV\", \"price\": \"$54.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief\", \"asin\": \"B0865RLTXB\", \"price\": \"$45.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Sleep Pro & Slim Duo - Manta Slim Sleep Mask + Manta Pro Sleep Mask - 100% Total Blackout, Fully Adjustable, Zero Eye Pressure Eye Mask for Sleeping, Travels and Nap\", \"asin\": \"B0D83WHBZK\", \"price\": \"$105.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Sleep Slim Ice Bundle - Manta Slim Sleep Mask Plus Cool Eye Cups for Deep Relaxation, Puffy, Tired & Sore Eyes, Naps\", \"asin\": \"B0D8428BLX\", \"price\": \"$59.00\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\", \"asin\": \"B07PRG2CQY\", \"price\": \"$35.00\"},\n{\"title\": \"LitBear Sleep Mask for Side Sleeper Women Men, Eye Mask for Sleeping Light Blocking, 3D Contoured Cup Sleeping Mask, Soft Breathable Sleep Eye Mask with Adjustable Elastic Strap for Flight Nap\", \"asin\": \"B0C9DQX34F\", \"price\": \"$16.99\"},\n{\"title\": \"MABAO Sleep Mask for Side Sleeper, Eye Mask for Sleeping Women Men, 3D Contoured Cup No Eye Pressure 100% Light Blocking Sleeping Mask with Adjustable Strap Night Blindfold Flight, Travel, Nap, Black\", \"asin\": \"B09XTVHMQ1\", \"price\": \"$5.99\"},\n{\"title\": \"TOPOINT Sleep Mask Headphones Bluetooth Wireless 5.4, Breathable Cotton Eye Mask for Sleeping Side Sleepers Travel Music Headsets with Microphone Handsfree Men Women\", \"asin\": \"B0CKDZM4HH\", \"price\": \"$26.99\"},\n{\"title\": \"Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask\", \"asin\": \"B0D8M5MDCS\", \"price\": \"$69.00\"},\n{\"title\": \"YIVIEW Sleep Mask for Side Sleeper, Complete Light Blocking 3D Sleeping Eye Mask, Soft Breathable Eye Cover for Women Men, Relaxing Zero Pressure Night Blindfold\", \"asin\": \"B07Q6WLX5J\", \"price\": \"$9.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T05:31:31.632Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "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": "manta sleep mask"}],
"cart_items": [{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": "1"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$33.36", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B07PRG2CQY"},
{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work"},
{"price": "$35.00"},
{"bullet_list": "100% Blackout for Deeper Sleep \u2014 Just a pinprick of light can disrupt REM and deep sleep, leading to post-sleep tiredness. That's why Manta perfectly covers and conforms to your eyes to block 100% of light, even in broad daylight \u2014 so you always get deep, uninterrupted sleep. Infinitely Adjustable for Personalized Fit \u2014 Manta is made to fit your unique face. Your eye cups' position, angle, and strap tightness are infinitely adjustable for a fit so seamless, that you barely feel your mask on your face. It's like it was custom-made for you. Soft, Breathable, Durable Materials \u2014 Manta is designed for no-compromises comfort and is constructed with super soft, breathable, durable materials that gently conform to your face without putting any pressure on your eyes. Zero Pressure on Eyes or Lashes \u2014 Deeply molded eye cups for complete comfort in every position. So you snooze soundly whether you're on your back, side, or stomach. 100% Machine Washable for Easy Care \u2014 Designed with your busy life in mind, your Manta is a breeze to clean. Simply use cold water, place the mask (eye cups and all) in the included carrying pouch, which doubles as a handy laundry mesh net, and then lay it flat to air dry. Wake up every day to a refreshingly pristine sleep experience."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Gray"},
{"Size": "1 Count (Pack of 1)"}],
"promotion_items": [{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "price": "$85.00", "quantity": ""},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00", "quantity": ""},
{"title": "Manta Slim Sleep Mask - Ultra-Lightweight Blackout Eye Mask, Slim Elastic Head Band Comfort Design, Zero Pressure Eye Mask, Infinitely Adjustable Eye Cups, Perfect for Side Sleepers", "asin": "B08661DWZR", "price": "$35.00", "quantity": ""},
{"title": "Manta Sleep Slim Essential Bundle - Manta Slim Sleep Mask + Manta Original Head Strap - Ultra-Lightweight Blackout Eye Mask Paired with Original Adjustable Head Strap for Deep Sleep, Rest, Nap, Travel", "asin": "B0D83YWGBV", "price": "$54.00", "quantity": ""},
{"title": "Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0865RLTXB", "price": "$45.00", "quantity": ""},
{"title": "Manta Sleep Pro & Slim Duo - Manta Slim Sleep Mask + Manta Pro Sleep Mask - 100% Total Blackout, Fully Adjustable, Zero Eye Pressure Eye Mask for Sleeping, Travels and Nap", "asin": "B0D83WHBZK", "price": "$105.00", "quantity": ""},
{"title": "Manta Sleep Slim Ice Bundle - Manta Slim Sleep Mask Plus Cool Eye Cups for Deep Relaxation, Puffy, Tired & Sore Eyes, Naps", "asin": "B0D8428BLX", "price": "$59.00", "quantity": ""}],
"comparison_items": [{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "price": "$35.00"},
{"title": "LitBear Sleep Mask for Side Sleeper Women Men, Eye Mask for Sleeping Light Blocking, 3D Contoured Cup Sleeping Mask, Soft Breathable Sleep Eye Mask with Adjustable Elastic Strap for Flight Nap", "asin": "B0C9DQX34F", "price": "$16.99"},
{"title": "MABAO Sleep Mask for Side Sleeper, Eye Mask for Sleeping Women Men, 3D Contoured Cup No Eye Pressure 100% Light Blocking Sleeping Mask with Adjustable Strap Night Blindfold Flight, Travel, Nap, Black", "asin": "B09XTVHMQ1", "price": "$5.99"},
{"title": "TOPOINT Sleep Mask Headphones Bluetooth Wireless 5.4, Breathable Cotton Eye Mask for Sleeping Side Sleepers Travel Music Headsets with Microphone Handsfree Men Women", "asin": "B0CKDZM4HH", "price": "$26.99"},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00"},
{"title": "YIVIEW Sleep Mask for Side Sleeper, Complete Light Blocking 3D Sleeping Eye Mask, Soft Breathable Eye Cover for Women Men, Relaxing Zero Pressure Night Blindfold", "asin": "B07Q6WLX5J", "price": "$9.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:31:31.632Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T05:31:31.632Z
|
click
|
page_related
|
rule
|
2025-04-13T05:31:31.632Z
|
click
|
page_related
|
train
| 331 |
2025-04-13T05:31:31.632Z
|
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": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "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": "manta sleep mask"}],
"cart_items": [{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": "1"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$33.36", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B07PRG2CQY"},
{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work"},
{"price": "$35.00"},
{"bullet_list": "100% Blackout for Deeper Sleep \u2014 Just a pinprick of light can disrupt REM and deep sleep, leading to post-sleep tiredness. That's why Manta perfectly covers and conforms to your eyes to block 100% of light, even in broad daylight \u2014 so you always get deep, uninterrupted sleep. Infinitely Adjustable for Personalized Fit \u2014 Manta is made to fit your unique face. Your eye cups' position, angle, and strap tightness are infinitely adjustable for a fit so seamless, that you barely feel your mask on your face. It's like it was custom-made for you. Soft, Breathable, Durable Materials \u2014 Manta is designed for no-compromises comfort and is constructed with super soft, breathable, durable materials that gently conform to your face without putting any pressure on your eyes. Zero Pressure on Eyes or Lashes \u2014 Deeply molded eye cups for complete comfort in every position. So you snooze soundly whether you're on your back, side, or stomach. 100% Machine Washable for Easy Care \u2014 Designed with your busy life in mind, your Manta is a breeze to clean. Simply use cold water, place the mask (eye cups and all) in the included carrying pouch, which doubles as a handy laundry mesh net, and then lay it flat to air dry. Wake up every day to a refreshingly pristine sleep experience."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Gray"},
{"Size": "1 Count (Pack of 1)"}],
"promotion_items": [{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "price": "$85.00", "quantity": ""},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00", "quantity": ""},
{"title": "Manta Slim Sleep Mask - Ultra-Lightweight Blackout Eye Mask, Slim Elastic Head Band Comfort Design, Zero Pressure Eye Mask, Infinitely Adjustable Eye Cups, Perfect for Side Sleepers", "asin": "B08661DWZR", "price": "$35.00", "quantity": ""},
{"title": "Manta Sleep Slim Essential Bundle - Manta Slim Sleep Mask + Manta Original Head Strap - Ultra-Lightweight Blackout Eye Mask Paired with Original Adjustable Head Strap for Deep Sleep, Rest, Nap, Travel", "asin": "B0D83YWGBV", "price": "$54.00", "quantity": ""},
{"title": "Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0865RLTXB", "price": "$45.00", "quantity": ""},
{"title": "Manta Sleep Pro & Slim Duo - Manta Slim Sleep Mask + Manta Pro Sleep Mask - 100% Total Blackout, Fully Adjustable, Zero Eye Pressure Eye Mask for Sleeping, Travels and Nap", "asin": "B0D83WHBZK", "price": "$105.00", "quantity": ""},
{"title": "Manta Sleep Slim Ice Bundle - Manta Slim Sleep Mask Plus Cool Eye Cups for Deep Relaxation, Puffy, Tired & Sore Eyes, Naps", "asin": "B0D8428BLX", "price": "$59.00", "quantity": ""}],
"comparison_items": [{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "price": "$35.00"},
{"title": "LitBear Sleep Mask for Side Sleeper Women Men, Eye Mask for Sleeping Light Blocking, 3D Contoured Cup Sleeping Mask, Soft Breathable Sleep Eye Mask with Adjustable Elastic Strap for Flight Nap", "asin": "B0C9DQX34F", "price": "$16.99"},
{"title": "MABAO Sleep Mask for Side Sleeper, Eye Mask for Sleeping Women Men, 3D Contoured Cup No Eye Pressure 100% Light Blocking Sleeping Mask with Adjustable Strap Night Blindfold Flight, Travel, Nap, Black", "asin": "B09XTVHMQ1", "price": "$5.99"},
{"title": "TOPOINT Sleep Mask Headphones Bluetooth Wireless 5.4, Breathable Cotton Eye Mask for Sleeping Side Sleepers Travel Music Headsets with Microphone Handsfree Men Women", "asin": "B0CKDZM4HH", "price": "$26.99"},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00"},
{"title": "YIVIEW Sleep Mask for Side Sleeper, Complete Light Blocking 3D Sleeping Eye Mask, Soft Breathable Eye Cover for Women Men, Relaxing Zero Pressure Night Blindfold", "asin": "B07Q6WLX5J", "price": "$9.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:31:31.632Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:46.070Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:50:58.581Z\", \"action\": \"purchase\", \"action_argument\": \"B09NVPJ9ZG\"}\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"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\": \"manta sleep mask\"}],\n\"cart_items\": [{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"quantity\": \"1\"},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$33.36\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07PRG2CQY\"},\n{\"title\": \"Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\"},\n{\"price\": \"$35.00\"},\n{\"bullet_list\": \"100% Blackout for Deeper Sleep \\u2014 Just a pinprick of light can disrupt REM and deep sleep, leading to post-sleep tiredness. That's why Manta perfectly covers and conforms to your eyes to block 100% of light, even in broad daylight \\u2014 so you always get deep, uninterrupted sleep. Infinitely Adjustable for Personalized Fit \\u2014 Manta is made to fit your unique face. Your eye cups' position, angle, and strap tightness are infinitely adjustable for a fit so seamless, that you barely feel your mask on your face. It's like it was custom-made for you. Soft, Breathable, Durable Materials \\u2014 Manta is designed for no-compromises comfort and is constructed with super soft, breathable, durable materials that gently conform to your face without putting any pressure on your eyes. Zero Pressure on Eyes or Lashes \\u2014 Deeply molded eye cups for complete comfort in every position. So you snooze soundly whether you're on your back, side, or stomach. 100% Machine Washable for Easy Care \\u2014 Designed with your busy life in mind, your Manta is a breeze to clean. Simply use cold water, place the mask (eye cups and all) in the included carrying pouch, which doubles as a handy laundry mesh net, and then lay it flat to air dry. Wake up every day to a refreshingly pristine sleep experience.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work\", \"asin\": \"B0C36K8SJJ\", \"price\": \"$85.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask\", \"asin\": \"B0D8M5MDCS\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Slim Sleep Mask - Ultra-Lightweight Blackout Eye Mask, Slim Elastic Head Band Comfort Design, Zero Pressure Eye Mask, Infinitely Adjustable Eye Cups, Perfect for Side Sleepers\", \"asin\": \"B08661DWZR\", \"price\": \"$35.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Sleep Slim Essential Bundle - Manta Slim Sleep Mask + Manta Original Head Strap - Ultra-Lightweight Blackout Eye Mask Paired with Original Adjustable Head Strap for Deep Sleep, Rest, Nap, Travel\", \"asin\": \"B0D83YWGBV\", \"price\": \"$54.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief\", \"asin\": \"B0865RLTXB\", \"price\": \"$45.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Sleep Pro & Slim Duo - Manta Slim Sleep Mask + Manta Pro Sleep Mask - 100% Total Blackout, Fully Adjustable, Zero Eye Pressure Eye Mask for Sleeping, Travels and Nap\", \"asin\": \"B0D83WHBZK\", \"price\": \"$105.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Sleep Slim Ice Bundle - Manta Slim Sleep Mask Plus Cool Eye Cups for Deep Relaxation, Puffy, Tired & Sore Eyes, Naps\", \"asin\": \"B0D8428BLX\", \"price\": \"$59.00\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\", \"asin\": \"B07PRG2CQY\", \"price\": \"$35.00\"},\n{\"title\": \"LitBear Sleep Mask for Side Sleeper Women Men, Eye Mask for Sleeping Light Blocking, 3D Contoured Cup Sleeping Mask, Soft Breathable Sleep Eye Mask with Adjustable Elastic Strap for Flight Nap\", \"asin\": \"B0C9DQX34F\", \"price\": \"$16.99\"},\n{\"title\": \"MABAO Sleep Mask for Side Sleeper, Eye Mask for Sleeping Women Men, 3D Contoured Cup No Eye Pressure 100% Light Blocking Sleeping Mask with Adjustable Strap Night Blindfold Flight, Travel, Nap, Black\", \"asin\": \"B09XTVHMQ1\", \"price\": \"$5.99\"},\n{\"title\": \"TOPOINT Sleep Mask Headphones Bluetooth Wireless 5.4, Breathable Cotton Eye Mask for Sleeping Side Sleepers Travel Music Headsets with Microphone Handsfree Men Women\", \"asin\": \"B0CKDZM4HH\", \"price\": \"$26.99\"},\n{\"title\": \"Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask\", \"asin\": \"B0D8M5MDCS\", \"price\": \"$69.00\"},\n{\"title\": \"YIVIEW Sleep Mask for Side Sleeper, Complete Light Blocking 3D Sleeping Eye Mask, Soft Breathable Eye Cover for Women Men, Relaxing Zero Pressure Night Blindfold\", \"asin\": \"B07Q6WLX5J\", \"price\": \"$9.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T05:31:36.997Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "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": "manta sleep mask"}],
"cart_items": [{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": "1"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$33.36", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B07PRG2CQY"},
{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work"},
{"price": "$35.00"},
{"bullet_list": "100% Blackout for Deeper Sleep \u2014 Just a pinprick of light can disrupt REM and deep sleep, leading to post-sleep tiredness. That's why Manta perfectly covers and conforms to your eyes to block 100% of light, even in broad daylight \u2014 so you always get deep, uninterrupted sleep. Infinitely Adjustable for Personalized Fit \u2014 Manta is made to fit your unique face. Your eye cups' position, angle, and strap tightness are infinitely adjustable for a fit so seamless, that you barely feel your mask on your face. It's like it was custom-made for you. Soft, Breathable, Durable Materials \u2014 Manta is designed for no-compromises comfort and is constructed with super soft, breathable, durable materials that gently conform to your face without putting any pressure on your eyes. Zero Pressure on Eyes or Lashes \u2014 Deeply molded eye cups for complete comfort in every position. So you snooze soundly whether you're on your back, side, or stomach. 100% Machine Washable for Easy Care \u2014 Designed with your busy life in mind, your Manta is a breeze to clean. Simply use cold water, place the mask (eye cups and all) in the included carrying pouch, which doubles as a handy laundry mesh net, and then lay it flat to air dry. Wake up every day to a refreshingly pristine sleep experience."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Gray"},
{"Size": "1 Count (Pack of 1)"}],
"promotion_items": [{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "price": "$85.00", "quantity": ""},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00", "quantity": ""},
{"title": "Manta Slim Sleep Mask - Ultra-Lightweight Blackout Eye Mask, Slim Elastic Head Band Comfort Design, Zero Pressure Eye Mask, Infinitely Adjustable Eye Cups, Perfect for Side Sleepers", "asin": "B08661DWZR", "price": "$35.00", "quantity": ""},
{"title": "Manta Sleep Slim Essential Bundle - Manta Slim Sleep Mask + Manta Original Head Strap - Ultra-Lightweight Blackout Eye Mask Paired with Original Adjustable Head Strap for Deep Sleep, Rest, Nap, Travel", "asin": "B0D83YWGBV", "price": "$54.00", "quantity": ""},
{"title": "Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0865RLTXB", "price": "$45.00", "quantity": ""},
{"title": "Manta Sleep Pro & Slim Duo - Manta Slim Sleep Mask + Manta Pro Sleep Mask - 100% Total Blackout, Fully Adjustable, Zero Eye Pressure Eye Mask for Sleeping, Travels and Nap", "asin": "B0D83WHBZK", "price": "$105.00", "quantity": ""},
{"title": "Manta Sleep Slim Ice Bundle - Manta Slim Sleep Mask Plus Cool Eye Cups for Deep Relaxation, Puffy, Tired & Sore Eyes, Naps", "asin": "B0D8428BLX", "price": "$59.00", "quantity": ""}],
"comparison_items": [{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "price": "$35.00"},
{"title": "LitBear Sleep Mask for Side Sleeper Women Men, Eye Mask for Sleeping Light Blocking, 3D Contoured Cup Sleeping Mask, Soft Breathable Sleep Eye Mask with Adjustable Elastic Strap for Flight Nap", "asin": "B0C9DQX34F", "price": "$16.99"},
{"title": "MABAO Sleep Mask for Side Sleeper, Eye Mask for Sleeping Women Men, 3D Contoured Cup No Eye Pressure 100% Light Blocking Sleeping Mask with Adjustable Strap Night Blindfold Flight, Travel, Nap, Black", "asin": "B09XTVHMQ1", "price": "$5.99"},
{"title": "TOPOINT Sleep Mask Headphones Bluetooth Wireless 5.4, Breathable Cotton Eye Mask for Sleeping Side Sleepers Travel Music Headsets with Microphone Handsfree Men Women", "asin": "B0CKDZM4HH", "price": "$26.99"},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00"},
{"title": "YIVIEW Sleep Mask for Side Sleeper, Complete Light Blocking 3D Sleeping Eye Mask, Soft Breathable Eye Cover for Women Men, Relaxing Zero Pressure Night Blindfold", "asin": "B07Q6WLX5J", "price": "$9.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:31:36.997Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T05:31:36.997Z
|
purchase
|
B07PRG2CQY
|
rule
|
2025-04-13T05:31:36.997Z
|
purchase
|
B07PRG2CQY
|
train
| 332 |
2025-04-13T05:31:36.997Z
|
purchase
|
B07PRG2CQY
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "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": "manta sleep mask"}],
"cart_items": [{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": "1"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$33.36", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B07PRG2CQY"},
{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work"},
{"price": "$35.00"},
{"bullet_list": "100% Blackout for Deeper Sleep \u2014 Just a pinprick of light can disrupt REM and deep sleep, leading to post-sleep tiredness. That's why Manta perfectly covers and conforms to your eyes to block 100% of light, even in broad daylight \u2014 so you always get deep, uninterrupted sleep. Infinitely Adjustable for Personalized Fit \u2014 Manta is made to fit your unique face. Your eye cups' position, angle, and strap tightness are infinitely adjustable for a fit so seamless, that you barely feel your mask on your face. It's like it was custom-made for you. Soft, Breathable, Durable Materials \u2014 Manta is designed for no-compromises comfort and is constructed with super soft, breathable, durable materials that gently conform to your face without putting any pressure on your eyes. Zero Pressure on Eyes or Lashes \u2014 Deeply molded eye cups for complete comfort in every position. So you snooze soundly whether you're on your back, side, or stomach. 100% Machine Washable for Easy Care \u2014 Designed with your busy life in mind, your Manta is a breeze to clean. Simply use cold water, place the mask (eye cups and all) in the included carrying pouch, which doubles as a handy laundry mesh net, and then lay it flat to air dry. Wake up every day to a refreshingly pristine sleep experience."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Gray"},
{"Size": "1 Count (Pack of 1)"}],
"promotion_items": [{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "price": "$85.00", "quantity": ""},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00", "quantity": ""},
{"title": "Manta Slim Sleep Mask - Ultra-Lightweight Blackout Eye Mask, Slim Elastic Head Band Comfort Design, Zero Pressure Eye Mask, Infinitely Adjustable Eye Cups, Perfect for Side Sleepers", "asin": "B08661DWZR", "price": "$35.00", "quantity": ""},
{"title": "Manta Sleep Slim Essential Bundle - Manta Slim Sleep Mask + Manta Original Head Strap - Ultra-Lightweight Blackout Eye Mask Paired with Original Adjustable Head Strap for Deep Sleep, Rest, Nap, Travel", "asin": "B0D83YWGBV", "price": "$54.00", "quantity": ""},
{"title": "Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0865RLTXB", "price": "$45.00", "quantity": ""},
{"title": "Manta Sleep Pro & Slim Duo - Manta Slim Sleep Mask + Manta Pro Sleep Mask - 100% Total Blackout, Fully Adjustable, Zero Eye Pressure Eye Mask for Sleeping, Travels and Nap", "asin": "B0D83WHBZK", "price": "$105.00", "quantity": ""},
{"title": "Manta Sleep Slim Ice Bundle - Manta Slim Sleep Mask Plus Cool Eye Cups for Deep Relaxation, Puffy, Tired & Sore Eyes, Naps", "asin": "B0D8428BLX", "price": "$59.00", "quantity": ""}],
"comparison_items": [{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "price": "$35.00"},
{"title": "LitBear Sleep Mask for Side Sleeper Women Men, Eye Mask for Sleeping Light Blocking, 3D Contoured Cup Sleeping Mask, Soft Breathable Sleep Eye Mask with Adjustable Elastic Strap for Flight Nap", "asin": "B0C9DQX34F", "price": "$16.99"},
{"title": "MABAO Sleep Mask for Side Sleeper, Eye Mask for Sleeping Women Men, 3D Contoured Cup No Eye Pressure 100% Light Blocking Sleeping Mask with Adjustable Strap Night Blindfold Flight, Travel, Nap, Black", "asin": "B09XTVHMQ1", "price": "$5.99"},
{"title": "TOPOINT Sleep Mask Headphones Bluetooth Wireless 5.4, Breathable Cotton Eye Mask for Sleeping Side Sleepers Travel Music Headsets with Microphone Handsfree Men Women", "asin": "B0CKDZM4HH", "price": "$26.99"},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00"},
{"title": "YIVIEW Sleep Mask for Side Sleeper, Complete Light Blocking 3D Sleeping Eye Mask, Soft Breathable Eye Cover for Women Men, Relaxing Zero Pressure Night Blindfold", "asin": "B07Q6WLX5J", "price": "$9.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:31:36.997Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:46.070Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:50:58.581Z\", \"action\": \"purchase\", \"action_argument\": \"B09NVPJ9ZG\"}\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\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\": \"Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work\", \"asin\": \"B0C36K8SJJ\", \"price\": \"$85.00\", \"quantity\": \"1\"},\n{\"title\": \"Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\", \"asin\": \"B07PRG2CQY\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"quantity\": \"1\"},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$33.36\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"EyeEco Eyeseals 4.0 Sleep Mask \\u2013 Charcoal \\u2013 Moisturizing Eye Masks for Sleep Keep Dry Air Out \\u2013 Latex-Free Eye Mask Great for CPAP Users\\u200b\", \"asin\": \"B01J6JEKTW\", \"price\": \"$62.50\", \"quantity\": \"\"},\n{\"title\": \"Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\", \"asin\": \"B07PRG2CQY\", \"price\": \"$35.00\", \"quantity\": \"\"},\n{\"title\": \"Nodpod Gentle Pressure Sleep Mask | Patented Light Blocking Design for Sleeping, Traveling & Relaxation - Blush Pink\", \"asin\": \"B07FQX4GXJ\", \"price\": \"$34.00\", \"quantity\": \"\"},\n{\"title\": \"Eye Eco Tranquileyes Mini Sleep Eye Mask \\u2013 Dark Eye Mask for Dry, Irritated Eyes - Improve Sleep with Soft Comfort Eye Shade - Adjustable Straps Creates Darkness \\u2013 Travel, Nap, Regular Sleep - Blue\", \"asin\": \"B01HHAO1VO\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"SANREE Sleep Eye Mask for Side Sleeper, 3D Contoured Blackout Light Sleeping Mask,Soft Breathable Sleep Masks for Women Men,Eye Masks for Sleep,Super Lightweight with Adjustable Eyes mask\", \"asin\": \"B0DR1MP7LL\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"DUWYPRI Sleep Mask for Side Sleepers, 3D Eye Mask for Complete Light Blocking, Breathable Eye Masks for Sleep, Zero Pressure Night Blindfold for Men & Women, Travel, Nap, and Night Sleep\", \"asin\": \"B0DXBY7KR8\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"LKY DIGITAL Sleep Mask for Side Sleeper 3 Pack, Blackout 3D Eye Mask for Sleeping, Night Blindfold for Men Women\", \"asin\": \"B07YSNNFY3\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"RUIHANXING Sleep Eye Mask for Women Men Side Sleepers, Zero Eye Pressure 3D Contoured Sleeping Mask, 99.9% Light Blocking Night Blindfold, Soft Eye Shade Cover for Travel, Naps, Meditation, Black\", \"asin\": \"B0DGQV92R2\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Weighted Eye Mask for Sleeping,100% Blackout Sleep Cover, Removable Pressure for Anxiety & Insomnia, Adjustable Strap for Side Sleepers Women/Men Travel w/Washing Bag\", \"asin\": \"B0DRFB4YZN\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief\", \"asin\": \"\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask\", \"asin\": \"\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black\", \"asin\": \"\", \"price\": \"$188.77\", \"quantity\": \"\"},\n{\"title\": \"Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief\", \"asin\": \"\", \"price\": \"$45.00\", \"quantity\": \"\"},\n{\"title\": \"Universal Principles of UX: 100 Timeless Strategies to Create Positive Interactions between People and Technology (Volume 4) (Rockport Universal, 4)\", \"asin\": \"\", \"price\": \"$19.63\", \"quantity\": \"\"},\n{\"title\": \"Manta Steam Eye Cups - Near-Total Blackout Heated Eye Cups with No Eye Pressure, Natural Gentle Steam Eye Cups for Migraine Headaches, Rest, Sleep, Dry Eye Steam Mask, Puffy Eyes & Sinus Relief\", \"asin\": \"\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"Cat 8 Ethernet Cable, 1.5Ft 3Ft 6Ft 10Ft 15Ft 20Ft 30Ft 40Ft 50Ft 60Ft 100Ft Heavy Duty High Speed Internet Network Cable, Professional LAN Cable Shielded in Wall, Indoor&Outdoor\", \"asin\": \"\", \"price\": \"$7.19\", \"quantity\": \"\"},\n{\"title\": \"Design for a Better World: Meaningful, Sustainable, Humanity Centered\", \"asin\": \"\", \"price\": \"$22.49\", \"quantity\": \"\"},\n{\"title\": \"Motorola MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds\", \"asin\": \"\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"ARRIS (SB8200) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels\", \"asin\": \"\", \"price\": \"$166.00\", \"quantity\": \"\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"\", \"price\": \"$10.79\", \"quantity\": \"\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"\", \"price\": \"$12.77\", \"quantity\": \"\"},\n{\"title\": \"Don't Make Me Think, Revisited: A Common Sense Approach to Web Usability (3rd Edition) (Voices That Matter)\", \"asin\": \"\", \"price\": \"$27.48\", \"quantity\": \"\"},\n{\"title\": \"The Design Of Future Things\", \"asin\": \"\", \"price\": \"$15.18\", \"quantity\": \"\"},\n{\"title\": \"Manta Slim Sleep Mask - Ultra-Lightweight Blackout Eye Mask, Slim Elastic Head Band Comfort Design, Zero Pressure Eye Mask, Infinitely Adjustable Eye Cups, Perfect for Side Sleepers\", \"asin\": \"\", \"price\": \"$35.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Kids Sleep Mask - Comfy & Cute Blackout Sleeping Mask with Adjustable Eye Cups, Soft & Breathable Machine Washable Kids Eye Mask for Girls, Boys, Toddler Aged 6+ (Periwinkle)\", \"asin\": \"\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"Loop Quiet 2 Ear Plugs \\u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction\", \"asin\": \"\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"BUYUE Travel Neck Pillows for Airplanes, 360\\u00b0 Head Support Sleep for Long Flight, Skin-Friendly & Breathable, Kit with 3D Contoured Eye Mask, Earplugs and Storage Bag (Adult, Grey, 90+ lbs)\", \"asin\": \"\", \"price\": \"$21.80\", \"quantity\": \"\"},\n{\"title\": \"trtl Pillow Plus - Adjustable Neck Pillow for Airplane Travel - Travel Pillow with Luxury Foam Padding for Head and Neck Support - Lightweight - Machine Washable - Waterproof Carry Bag\", \"asin\": \"\", \"price\": \"$98.99\", \"quantity\": \"\"},\n{\"title\": \"Soundcore Sleep A20 Earbuds by Anker, Noise Blocking, Comfy for Side Sleepers, AI Brainwave Audio, 80H Playtime, Stream Content via Bluetooth 5.3, Sleep Monitor, Personal Alarm\", \"asin\": \"\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Blueprint Bryan Johnson NAC Supplement - Promotes Stress Relief, Immune System Function, Respiratory Health - Includes N-Acetyl-L-Cysteine, Ginger, Curcuminoids - Detoxifying - Vegan (30 Servings)\", \"asin\": \"\", \"price\": \"$27.00\", \"quantity\": \"\"},\n{\"title\": \"Anker MagGo 3-in-1 iPhone 16 Charging Station, MagSafe-Compatible Wireless Charger Stand, Qi2 Certified 15W Foldable Charger for iPhone 15/14, AirPods, Apple Watch 9 (40W USB-C Charger Included)\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Anker USB C Cable,100W USB C to USB C Flow Cord, Type C Charger Fast Charging for iPhone 16 Series, MacBook Pro 2020 and More (USB 2.0, 6FT, Black)\", \"asin\": \"\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Ostrichpillow Go Neck Pillow, Travel Pillows for Airplanes, Premium Memory Foam Travel Pillow, 360\\u00ba Ergonomic Design, Asymmetrical Sides, Travel Bag Included, Washable Modal Cover\", \"asin\": \"\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"InnovixLabs Mood Probiotic for Women & Men, Clinically Studied Digestive & Mood Support Supplement, Lactobacillus helveticus Rosell-52ND & Bifidobacterium longum Rosell-175, 60 Capsules\", \"asin\": \"\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"Philips Hue Smart 75W A19 LED Bulb - White and Color Ambiance Color-Changing Light - 1 Pack - 1100LM - E26 - Indoor - Control with Hue App - Works with Alexa, Google Assistant and Apple Homekit\", \"asin\": \"\", \"price\": \"$49.10\", \"quantity\": \"\"},\n{\"title\": \"Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Anker Prime Charger, 100W USB C Charger, 3-Port GaN USB Charger Block, Foldable and Compact for MacBook, iPad, iPhone Series, Galaxy S24/S23, and More\", \"asin\": \"\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Manta Sleep Pro Sleeper Bundle - Manta Sleep Mask + Manta Pro Sleep Mask - 100% Total Blackout, Fully Adjustable, Zero Eye Pressure Eye Mask for Sleeping, Travels and Nap\", \"asin\": \"\", \"price\": \"$105.00\", \"quantity\": \"\"},\n{\"title\": \"FRESHME Cotton Sleep Eye Mask for Men - Upgrade Design Blackout Side Sleeper Eyes Cover for Night Sleeping, Large Size Wide Soft Travel Airplane Blindfold with Adjustable Velcro Strap for Work Nap\", \"asin\": \"\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"HJTHJT 500ML Essential Oil Diffuser: Aroma Diffuser with Remote Control for Hotel Spa Yoga Room - Humidifier with 14 Colors LED Night Light for Bedroom Home Relaxation\", \"asin\": \"\", \"price\": \"$26.39\", \"quantity\": \"\"},\n{\"title\": \"GOSHI Exfoliating Shower Towel - Rip-Resistant Exfoliating Washcloth for All Skin Types - Made in Japan\", \"asin\": \"\", \"price\": \"$17.49\", \"quantity\": \"\"},\n{\"title\": \"Manta Original Eye Cups - 100% Total Blackout Sleep Masks, Zero Eye Pressure, Soft & Comfy for Sleeping in Any Positions, Infinitely Adjustable, Perfect for Deep Rest, Naps, Travel\", \"asin\": \"\", \"price\": \"$23.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Original Head Strap - Mix & Matchable Head Strap for Any Manta Sleep Masks, Durable, Soft & Breathable Materials, Adjustable Fit for Men and Women, Perfect for Sleeping, Naps, Travel, Deep Rest\", \"asin\": \"\", \"price\": \"$23.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Steam Sleep Mask - Microwave Warm Eye Compress for Dry Eyes, Sinus & Migraine Relief \\u2013 Zero Eye Pressure Moist Heat Mask for Puffy Eyes, Irritation, and Eye Strain Therapy\", \"asin\": \"\", \"price\": \"$45.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Sleep Cooltherapy Bundle - Sleep Mask + Cool Eye Cups - 100% Total Blackout Mask Paired With Cooling Therapy Cups for Deep Rest, Migraines, Puffy Eyes & Sinus Relief\", \"asin\": \"\", \"price\": \"$59.00\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Dreamy Field\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"hims Thick Fix Shampoo & Conditioner Set - Thickening Shampoo and Conditioner with Saw Palmetto and Niacinamide - No Parabens or Sulfates, Vegan and Cruelty Free - Eucalyptus Grove - 2 x 6.4 fl oz\", \"asin\": \"\", \"price\": \"$24.90\", \"quantity\": \"\"},\n{\"title\": \"Jocko GO Energy Drink - KETO, Vitamin B12, Vitamin B6, Electrolytes, L Theanine, Magnesium- All Natural Energy Boost, Sugar Free Nootropic Monk Fruit Blend - 12 Pack (Pineapple Coconut)\", \"asin\": \"\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"GEAR AID HEROCLIP (Small) Carabiner Gear Clip and Hook, for Hanging Bags, Purses, Lanterns, Strollers, Tools, Helmets, Water Bottles, and More\", \"asin\": \"\", \"price\": \"$20.95\", \"quantity\": \"\"},\n{\"title\": \"Manta Sleep Dream Duo Bundle - Manta Sleep Mask + Manta Slim Sleep Mask - 100% Total Blackout, Fully Adjustable, Zero Eye Pressure Eye Mask for Sleeping, Deep Rest, Travel, Napping\", \"asin\": \"\", \"price\": \"$65.00\", \"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\": \"2025-04-13T05:32:52.853Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
<|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": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "price": "$85.00", "quantity": "1"},
{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "price": "$35.00", "quantity": "1"},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": "1"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$33.36", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"promotion_items": [{"title": "EyeEco Eyeseals 4.0 Sleep Mask \u2013 Charcoal \u2013 Moisturizing Eye Masks for Sleep Keep Dry Air Out \u2013 Latex-Free Eye Mask Great for CPAP Users\u200b", "asin": "B01J6JEKTW", "price": "$62.50", "quantity": ""},
{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "price": "$35.00", "quantity": ""},
{"title": "Nodpod Gentle Pressure Sleep Mask | Patented Light Blocking Design for Sleeping, Traveling & Relaxation - Blush Pink", "asin": "B07FQX4GXJ", "price": "$34.00", "quantity": ""},
{"title": "Eye Eco Tranquileyes Mini Sleep Eye Mask \u2013 Dark Eye Mask for Dry, Irritated Eyes - Improve Sleep with Soft Comfort Eye Shade - Adjustable Straps Creates Darkness \u2013 Travel, Nap, Regular Sleep - Blue", "asin": "B01HHAO1VO", "price": "", "quantity": ""},
{"title": "SANREE Sleep Eye Mask for Side Sleeper, 3D Contoured Blackout Light Sleeping Mask,Soft Breathable Sleep Masks for Women Men,Eye Masks for Sleep,Super Lightweight with Adjustable Eyes mask", "asin": "B0DR1MP7LL", "price": "", "quantity": ""},
{"title": "DUWYPRI Sleep Mask for Side Sleepers, 3D Eye Mask for Complete Light Blocking, Breathable Eye Masks for Sleep, Zero Pressure Night Blindfold for Men & Women, Travel, Nap, and Night Sleep", "asin": "B0DXBY7KR8", "price": "", "quantity": ""},
{"title": "LKY DIGITAL Sleep Mask for Side Sleeper 3 Pack, Blackout 3D Eye Mask for Sleeping, Night Blindfold for Men Women", "asin": "B07YSNNFY3", "price": "", "quantity": ""},
{"title": "RUIHANXING Sleep Eye Mask for Women Men Side Sleepers, Zero Eye Pressure 3D Contoured Sleeping Mask, 99.9% Light Blocking Night Blindfold, Soft Eye Shade Cover for Travel, Naps, Meditation, Black", "asin": "B0DGQV92R2", "price": "", "quantity": ""},
{"title": "Weighted Eye Mask for Sleeping,100% Blackout Sleep Cover, Removable Pressure for Anxiety & Insomnia, Adjustable Strap for Side Sleepers Women/Men Travel w/Washing Bag", "asin": "B0DRFB4YZN", "price": "", "quantity": ""},
{"title": "Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "", "price": "$29.00", "quantity": ""},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "", "price": "$69.00", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "", "price": "$188.77", "quantity": ""},
{"title": "Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "", "price": "$45.00", "quantity": ""},
{"title": "Universal Principles of UX: 100 Timeless Strategies to Create Positive Interactions between People and Technology (Volume 4) (Rockport Universal, 4)", "asin": "", "price": "$19.63", "quantity": ""},
{"title": "Manta Steam Eye Cups - Near-Total Blackout Heated Eye Cups with No Eye Pressure, Natural Gentle Steam Eye Cups for Migraine Headaches, Rest, Sleep, Dry Eye Steam Mask, Puffy Eyes & Sinus Relief", "asin": "", "price": "$29.00", "quantity": ""},
{"title": "Cat 8 Ethernet Cable, 1.5Ft 3Ft 6Ft 10Ft 15Ft 20Ft 30Ft 40Ft 50Ft 60Ft 100Ft Heavy Duty High Speed Internet Network Cable, Professional LAN Cable Shielded in Wall, Indoor&Outdoor", "asin": "", "price": "$7.19", "quantity": ""},
{"title": "Design for a Better World: Meaningful, Sustainable, Humanity Centered", "asin": "", "price": "$22.49", "quantity": ""},
{"title": "Motorola MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds", "asin": "", "price": "$189.99", "quantity": ""},
{"title": "ARRIS (SB8200) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels", "asin": "", "price": "$166.00", "quantity": ""},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "", "price": "$10.79", "quantity": ""},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "", "price": "$12.77", "quantity": ""},
{"title": "Don't Make Me Think, Revisited: A Common Sense Approach to Web Usability (3rd Edition) (Voices That Matter)", "asin": "", "price": "$27.48", "quantity": ""},
{"title": "The Design Of Future Things", "asin": "", "price": "$15.18", "quantity": ""},
{"title": "Manta Slim Sleep Mask - Ultra-Lightweight Blackout Eye Mask, Slim Elastic Head Band Comfort Design, Zero Pressure Eye Mask, Infinitely Adjustable Eye Cups, Perfect for Side Sleepers", "asin": "", "price": "$35.00", "quantity": ""},
{"title": "Manta Kids Sleep Mask - Comfy & Cute Blackout Sleeping Mask with Adjustable Eye Cups, Soft & Breathable Machine Washable Kids Eye Mask for Girls, Boys, Toddler Aged 6+ (Periwinkle)", "asin": "", "price": "$29.00", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs \u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "", "price": "$19.95", "quantity": ""},
{"title": "BUYUE Travel Neck Pillows for Airplanes, 360\u00b0 Head Support Sleep for Long Flight, Skin-Friendly & Breathable, Kit with 3D Contoured Eye Mask, Earplugs and Storage Bag (Adult, Grey, 90+ lbs)", "asin": "", "price": "$21.80", "quantity": ""},
{"title": "trtl Pillow Plus - Adjustable Neck Pillow for Airplane Travel - Travel Pillow with Luxury Foam Padding for Head and Neck Support - Lightweight - Machine Washable - Waterproof Carry Bag", "asin": "", "price": "$98.99", "quantity": ""},
{"title": "Soundcore Sleep A20 Earbuds by Anker, Noise Blocking, Comfy for Side Sleepers, AI Brainwave Audio, 80H Playtime, Stream Content via Bluetooth 5.3, Sleep Monitor, Personal Alarm", "asin": "", "price": "$149.99", "quantity": ""},
{"title": "Blueprint Bryan Johnson NAC Supplement - Promotes Stress Relief, Immune System Function, Respiratory Health - Includes N-Acetyl-L-Cysteine, Ginger, Curcuminoids - Detoxifying - Vegan (30 Servings)", "asin": "", "price": "$27.00", "quantity": ""},
{"title": "Anker MagGo 3-in-1 iPhone 16 Charging Station, MagSafe-Compatible Wireless Charger Stand, Qi2 Certified 15W Foldable Charger for iPhone 15/14, AirPods, Apple Watch 9 (40W USB-C Charger Included)", "asin": "", "price": "$89.99", "quantity": ""},
{"title": "Anker USB C Cable,100W USB C to USB C Flow Cord, Type C Charger Fast Charging for iPhone 16 Series, MacBook Pro 2020 and More (USB 2.0, 6FT, Black)", "asin": "", "price": "$16.99", "quantity": ""},
{"title": "Ostrichpillow Go Neck Pillow, Travel Pillows for Airplanes, Premium Memory Foam Travel Pillow, 360\u00ba Ergonomic Design, Asymmetrical Sides, Travel Bag Included, Washable Modal Cover", "asin": "", "price": "$69.00", "quantity": ""},
{"title": "InnovixLabs Mood Probiotic for Women & Men, Clinically Studied Digestive & Mood Support Supplement, Lactobacillus helveticus Rosell-52ND & Bifidobacterium longum Rosell-175, 60 Capsules", "asin": "", "price": "$29.95", "quantity": ""},
{"title": "Philips Hue Smart 75W A19 LED Bulb - White and Color Ambiance Color-Changing Light - 1 Pack - 1100LM - E26 - Indoor - Control with Hue App - Works with Alexa, Google Assistant and Apple Homekit", "asin": "", "price": "$49.10", "quantity": ""},
{"title": "Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA", "asin": "", "price": "$14.99", "quantity": ""},
{"title": "Anker Prime Charger, 100W USB C Charger, 3-Port GaN USB Charger Block, Foldable and Compact for MacBook, iPad, iPhone Series, Galaxy S24/S23, and More", "asin": "", "price": "$79.99", "quantity": ""},
{"title": "Manta Sleep Pro Sleeper Bundle - Manta Sleep Mask + Manta Pro Sleep Mask - 100% Total Blackout, Fully Adjustable, Zero Eye Pressure Eye Mask for Sleeping, Travels and Nap", "asin": "", "price": "$105.00", "quantity": ""},
{"title": "FRESHME Cotton Sleep Eye Mask for Men - Upgrade Design Blackout Side Sleeper Eyes Cover for Night Sleeping, Large Size Wide Soft Travel Airplane Blindfold with Adjustable Velcro Strap for Work Nap", "asin": "", "price": "$20.99", "quantity": ""},
{"title": "HJTHJT 500ML Essential Oil Diffuser: Aroma Diffuser with Remote Control for Hotel Spa Yoga Room - Humidifier with 14 Colors LED Night Light for Bedroom Home Relaxation", "asin": "", "price": "$26.39", "quantity": ""},
{"title": "GOSHI Exfoliating Shower Towel - Rip-Resistant Exfoliating Washcloth for All Skin Types - Made in Japan", "asin": "", "price": "$17.49", "quantity": ""},
{"title": "Manta Original Eye Cups - 100% Total Blackout Sleep Masks, Zero Eye Pressure, Soft & Comfy for Sleeping in Any Positions, Infinitely Adjustable, Perfect for Deep Rest, Naps, Travel", "asin": "", "price": "$23.00", "quantity": ""},
{"title": "Manta Original Head Strap - Mix & Matchable Head Strap for Any Manta Sleep Masks, Durable, Soft & Breathable Materials, Adjustable Fit for Men and Women, Perfect for Sleeping, Naps, Travel, Deep Rest", "asin": "", "price": "$23.00", "quantity": ""},
{"title": "Manta Steam Sleep Mask - Microwave Warm Eye Compress for Dry Eyes, Sinus & Migraine Relief \u2013 Zero Eye Pressure Moist Heat Mask for Puffy Eyes, Irritation, and Eye Strain Therapy", "asin": "", "price": "$45.00", "quantity": ""},
{"title": "Manta Sleep Cooltherapy Bundle - Sleep Mask + Cool Eye Cups - 100% Total Blackout Mask Paired With Cooling Therapy Cups for Deep Rest, Migraines, Puffy Eyes & Sinus Relief", "asin": "", "price": "$59.00", "quantity": ""},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Dreamy Field", "asin": "", "price": "$34.99", "quantity": ""},
{"title": "hims Thick Fix Shampoo & Conditioner Set - Thickening Shampoo and Conditioner with Saw Palmetto and Niacinamide - No Parabens or Sulfates, Vegan and Cruelty Free - Eucalyptus Grove - 2 x 6.4 fl oz", "asin": "", "price": "$24.90", "quantity": ""},
{"title": "Jocko GO Energy Drink - KETO, Vitamin B12, Vitamin B6, Electrolytes, L Theanine, Magnesium- All Natural Energy Boost, Sugar Free Nootropic Monk Fruit Blend - 12 Pack (Pineapple Coconut)", "asin": "", "price": "$35.99", "quantity": ""},
{"title": "GEAR AID HEROCLIP (Small) Carabiner Gear Clip and Hook, for Hanging Bags, Purses, Lanterns, Strollers, Tools, Helmets, Water Bottles, and More", "asin": "", "price": "$20.95", "quantity": ""},
{"title": "Manta Sleep Dream Duo Bundle - Manta Sleep Mask + Manta Slim Sleep Mask - 100% Total Blackout, Fully Adjustable, Zero Eye Pressure Eye Mask for Sleeping, Deep Rest, Travel, Napping", "asin": "", "price": "$65.00", "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": "2025-04-13T05:32:52.853Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T05:32:52.853Z
|
click
|
other
|
rule
|
2025-04-13T05:32:52.853Z
|
click
|
other
|
train
| 333 |
2025-04-13T05:32:52.853Z
|
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": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
<|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": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "price": "$85.00", "quantity": "1"},
{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "price": "$35.00", "quantity": "1"},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": "1"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$33.36", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"promotion_items": [{"title": "EyeEco Eyeseals 4.0 Sleep Mask \u2013 Charcoal \u2013 Moisturizing Eye Masks for Sleep Keep Dry Air Out \u2013 Latex-Free Eye Mask Great for CPAP Users\u200b", "asin": "B01J6JEKTW", "price": "$62.50", "quantity": ""},
{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "price": "$35.00", "quantity": ""},
{"title": "Nodpod Gentle Pressure Sleep Mask | Patented Light Blocking Design for Sleeping, Traveling & Relaxation - Blush Pink", "asin": "B07FQX4GXJ", "price": "$34.00", "quantity": ""},
{"title": "Eye Eco Tranquileyes Mini Sleep Eye Mask \u2013 Dark Eye Mask for Dry, Irritated Eyes - Improve Sleep with Soft Comfort Eye Shade - Adjustable Straps Creates Darkness \u2013 Travel, Nap, Regular Sleep - Blue", "asin": "B01HHAO1VO", "price": "", "quantity": ""},
{"title": "SANREE Sleep Eye Mask for Side Sleeper, 3D Contoured Blackout Light Sleeping Mask,Soft Breathable Sleep Masks for Women Men,Eye Masks for Sleep,Super Lightweight with Adjustable Eyes mask", "asin": "B0DR1MP7LL", "price": "", "quantity": ""},
{"title": "DUWYPRI Sleep Mask for Side Sleepers, 3D Eye Mask for Complete Light Blocking, Breathable Eye Masks for Sleep, Zero Pressure Night Blindfold for Men & Women, Travel, Nap, and Night Sleep", "asin": "B0DXBY7KR8", "price": "", "quantity": ""},
{"title": "LKY DIGITAL Sleep Mask for Side Sleeper 3 Pack, Blackout 3D Eye Mask for Sleeping, Night Blindfold for Men Women", "asin": "B07YSNNFY3", "price": "", "quantity": ""},
{"title": "RUIHANXING Sleep Eye Mask for Women Men Side Sleepers, Zero Eye Pressure 3D Contoured Sleeping Mask, 99.9% Light Blocking Night Blindfold, Soft Eye Shade Cover for Travel, Naps, Meditation, Black", "asin": "B0DGQV92R2", "price": "", "quantity": ""},
{"title": "Weighted Eye Mask for Sleeping,100% Blackout Sleep Cover, Removable Pressure for Anxiety & Insomnia, Adjustable Strap for Side Sleepers Women/Men Travel w/Washing Bag", "asin": "B0DRFB4YZN", "price": "", "quantity": ""},
{"title": "Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "", "price": "$29.00", "quantity": ""},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "", "price": "$69.00", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "", "price": "$188.77", "quantity": ""},
{"title": "Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "", "price": "$45.00", "quantity": ""},
{"title": "Universal Principles of UX: 100 Timeless Strategies to Create Positive Interactions between People and Technology (Volume 4) (Rockport Universal, 4)", "asin": "", "price": "$19.63", "quantity": ""},
{"title": "Manta Steam Eye Cups - Near-Total Blackout Heated Eye Cups with No Eye Pressure, Natural Gentle Steam Eye Cups for Migraine Headaches, Rest, Sleep, Dry Eye Steam Mask, Puffy Eyes & Sinus Relief", "asin": "", "price": "$29.00", "quantity": ""},
{"title": "Cat 8 Ethernet Cable, 1.5Ft 3Ft 6Ft 10Ft 15Ft 20Ft 30Ft 40Ft 50Ft 60Ft 100Ft Heavy Duty High Speed Internet Network Cable, Professional LAN Cable Shielded in Wall, Indoor&Outdoor", "asin": "", "price": "$7.19", "quantity": ""},
{"title": "Design for a Better World: Meaningful, Sustainable, Humanity Centered", "asin": "", "price": "$22.49", "quantity": ""},
{"title": "Motorola MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds", "asin": "", "price": "$189.99", "quantity": ""},
{"title": "ARRIS (SB8200) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels", "asin": "", "price": "$166.00", "quantity": ""},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "", "price": "$10.79", "quantity": ""},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "", "price": "$12.77", "quantity": ""},
{"title": "Don't Make Me Think, Revisited: A Common Sense Approach to Web Usability (3rd Edition) (Voices That Matter)", "asin": "", "price": "$27.48", "quantity": ""},
{"title": "The Design Of Future Things", "asin": "", "price": "$15.18", "quantity": ""},
{"title": "Manta Slim Sleep Mask - Ultra-Lightweight Blackout Eye Mask, Slim Elastic Head Band Comfort Design, Zero Pressure Eye Mask, Infinitely Adjustable Eye Cups, Perfect for Side Sleepers", "asin": "", "price": "$35.00", "quantity": ""},
{"title": "Manta Kids Sleep Mask - Comfy & Cute Blackout Sleeping Mask with Adjustable Eye Cups, Soft & Breathable Machine Washable Kids Eye Mask for Girls, Boys, Toddler Aged 6+ (Periwinkle)", "asin": "", "price": "$29.00", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs \u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "", "price": "$19.95", "quantity": ""},
{"title": "BUYUE Travel Neck Pillows for Airplanes, 360\u00b0 Head Support Sleep for Long Flight, Skin-Friendly & Breathable, Kit with 3D Contoured Eye Mask, Earplugs and Storage Bag (Adult, Grey, 90+ lbs)", "asin": "", "price": "$21.80", "quantity": ""},
{"title": "trtl Pillow Plus - Adjustable Neck Pillow for Airplane Travel - Travel Pillow with Luxury Foam Padding for Head and Neck Support - Lightweight - Machine Washable - Waterproof Carry Bag", "asin": "", "price": "$98.99", "quantity": ""},
{"title": "Soundcore Sleep A20 Earbuds by Anker, Noise Blocking, Comfy for Side Sleepers, AI Brainwave Audio, 80H Playtime, Stream Content via Bluetooth 5.3, Sleep Monitor, Personal Alarm", "asin": "", "price": "$149.99", "quantity": ""},
{"title": "Blueprint Bryan Johnson NAC Supplement - Promotes Stress Relief, Immune System Function, Respiratory Health - Includes N-Acetyl-L-Cysteine, Ginger, Curcuminoids - Detoxifying - Vegan (30 Servings)", "asin": "", "price": "$27.00", "quantity": ""},
{"title": "Anker MagGo 3-in-1 iPhone 16 Charging Station, MagSafe-Compatible Wireless Charger Stand, Qi2 Certified 15W Foldable Charger for iPhone 15/14, AirPods, Apple Watch 9 (40W USB-C Charger Included)", "asin": "", "price": "$89.99", "quantity": ""},
{"title": "Anker USB C Cable,100W USB C to USB C Flow Cord, Type C Charger Fast Charging for iPhone 16 Series, MacBook Pro 2020 and More (USB 2.0, 6FT, Black)", "asin": "", "price": "$16.99", "quantity": ""},
{"title": "Ostrichpillow Go Neck Pillow, Travel Pillows for Airplanes, Premium Memory Foam Travel Pillow, 360\u00ba Ergonomic Design, Asymmetrical Sides, Travel Bag Included, Washable Modal Cover", "asin": "", "price": "$69.00", "quantity": ""},
{"title": "InnovixLabs Mood Probiotic for Women & Men, Clinically Studied Digestive & Mood Support Supplement, Lactobacillus helveticus Rosell-52ND & Bifidobacterium longum Rosell-175, 60 Capsules", "asin": "", "price": "$29.95", "quantity": ""},
{"title": "Philips Hue Smart 75W A19 LED Bulb - White and Color Ambiance Color-Changing Light - 1 Pack - 1100LM - E26 - Indoor - Control with Hue App - Works with Alexa, Google Assistant and Apple Homekit", "asin": "", "price": "$49.10", "quantity": ""},
{"title": "Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA", "asin": "", "price": "$14.99", "quantity": ""},
{"title": "Anker Prime Charger, 100W USB C Charger, 3-Port GaN USB Charger Block, Foldable and Compact for MacBook, iPad, iPhone Series, Galaxy S24/S23, and More", "asin": "", "price": "$79.99", "quantity": ""},
{"title": "Manta Sleep Pro Sleeper Bundle - Manta Sleep Mask + Manta Pro Sleep Mask - 100% Total Blackout, Fully Adjustable, Zero Eye Pressure Eye Mask for Sleeping, Travels and Nap", "asin": "", "price": "$105.00", "quantity": ""},
{"title": "FRESHME Cotton Sleep Eye Mask for Men - Upgrade Design Blackout Side Sleeper Eyes Cover for Night Sleeping, Large Size Wide Soft Travel Airplane Blindfold with Adjustable Velcro Strap for Work Nap", "asin": "", "price": "$20.99", "quantity": ""},
{"title": "HJTHJT 500ML Essential Oil Diffuser: Aroma Diffuser with Remote Control for Hotel Spa Yoga Room - Humidifier with 14 Colors LED Night Light for Bedroom Home Relaxation", "asin": "", "price": "$26.39", "quantity": ""},
{"title": "GOSHI Exfoliating Shower Towel - Rip-Resistant Exfoliating Washcloth for All Skin Types - Made in Japan", "asin": "", "price": "$17.49", "quantity": ""},
{"title": "Manta Original Eye Cups - 100% Total Blackout Sleep Masks, Zero Eye Pressure, Soft & Comfy for Sleeping in Any Positions, Infinitely Adjustable, Perfect for Deep Rest, Naps, Travel", "asin": "", "price": "$23.00", "quantity": ""},
{"title": "Manta Original Head Strap - Mix & Matchable Head Strap for Any Manta Sleep Masks, Durable, Soft & Breathable Materials, Adjustable Fit for Men and Women, Perfect for Sleeping, Naps, Travel, Deep Rest", "asin": "", "price": "$23.00", "quantity": ""},
{"title": "Manta Steam Sleep Mask - Microwave Warm Eye Compress for Dry Eyes, Sinus & Migraine Relief \u2013 Zero Eye Pressure Moist Heat Mask for Puffy Eyes, Irritation, and Eye Strain Therapy", "asin": "", "price": "$45.00", "quantity": ""},
{"title": "Manta Sleep Cooltherapy Bundle - Sleep Mask + Cool Eye Cups - 100% Total Blackout Mask Paired With Cooling Therapy Cups for Deep Rest, Migraines, Puffy Eyes & Sinus Relief", "asin": "", "price": "$59.00", "quantity": ""},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Dreamy Field", "asin": "", "price": "$34.99", "quantity": ""},
{"title": "hims Thick Fix Shampoo & Conditioner Set - Thickening Shampoo and Conditioner with Saw Palmetto and Niacinamide - No Parabens or Sulfates, Vegan and Cruelty Free - Eucalyptus Grove - 2 x 6.4 fl oz", "asin": "", "price": "$24.90", "quantity": ""},
{"title": "Jocko GO Energy Drink - KETO, Vitamin B12, Vitamin B6, Electrolytes, L Theanine, Magnesium- All Natural Energy Boost, Sugar Free Nootropic Monk Fruit Blend - 12 Pack (Pineapple Coconut)", "asin": "", "price": "$35.99", "quantity": ""},
{"title": "GEAR AID HEROCLIP (Small) Carabiner Gear Clip and Hook, for Hanging Bags, Purses, Lanterns, Strollers, Tools, Helmets, Water Bottles, and More", "asin": "", "price": "$20.95", "quantity": ""},
{"title": "Manta Sleep Dream Duo Bundle - Manta Sleep Mask + Manta Slim Sleep Mask - 100% Total Blackout, Fully Adjustable, Zero Eye Pressure Eye Mask for Sleeping, Deep Rest, Travel, Napping", "asin": "", "price": "$65.00", "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": "2025-04-13T05:32:52.853Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:46.070Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:50:58.581Z\", \"action\": \"purchase\", \"action_argument\": \"B09NVPJ9ZG\"}\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"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 AirTag 4 pack. Keep track of and find your keys, wallet, luggage, backpack, and more. Simple one-tap set up with iPhone or iPad\", \"asin\": \"B0D54JZTHY\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"TP-Link AC1200 WiFi Extender, 2024 Wirecutter Best WiFi Extender, 1.2Gbps home signal booster, Dual Band 5GHz/2.4GHz, Covers Up to 1500 Sq.ft and 30 Devices ,support Onemesh, One Ethernet Port (RE315)\", \"asin\": \"B08RHD97QY\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey\", \"asin\": \"/promo/A1EZVNC348XU3Q\", \"price\": \"$15.86\", \"quantity\": \"\"},\n{\"title\": \"Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA\", \"asin\": \"B0051U7W32\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link TL-SG105, 5 Port Gigabit Unmanaged Ethernet Switch, Network Hub, Ethernet Splitter, Plug & Play, Fanless Metal Design, Shielded Ports, Traffic Optimization,Navy Blue\", \"asin\": \"B00A128S24\", \"price\": \"$13.95\", \"quantity\": \"\"},\n{\"title\": \"DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming\", \"asin\": \"/promo/A2B03WHRGZ9NU4\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Loop Quiet 2 Ear Plugs - Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction\", \"asin\": \"B0D3V6Y38G\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Loop Quiet 2 Ear Plugs \\u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction\", \"asin\": \"B0D3V61JC8\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine\", \"asin\": \"1614275025\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Understanding Computers and Cognition: A New Foundation for Design\", \"asin\": \"0201112973\", \"price\": \"$48.73\", \"quantity\": \"\"},\n{\"title\": \"Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief\", \"asin\": \"B0C36J49YZ\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask\", \"asin\": \"B0D8M5MDCS\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"An Introduction to Cybernetics\", \"asin\": \"1614277656\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black\", \"asin\": \"B07Q5VM51Y\", \"price\": \"$188.77\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work\", \"asin\": \"B0C36K8SJJ\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\", \"asin\": \"B07PRG2CQY\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Gray\"}, {\"Size\": \"1 Count (Pack of 1)\"}]},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"WiFi 7, 6.5Gbps\"}]},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"delivery\": \"FREE delivery Wed, Apr 16 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"WiFi 6E, AXE5400, Tri-Band\"}]},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"delivery\": \"FREE delivery Apr 16 - 17\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"delivery\": \"FREE delivery Apr 17 - 21 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"delivery\": \"$3.99 delivery Apr 21 - 22\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []}],\n\"saved_items\": [{\"title\": \"HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A\", \"asin\": \"B09PY33NHB\", \"options\": [{\"Color\": \"Blue\"}]},\n{\"asin\": \"B09PY33NHB\", \"options\": []},\n{\"title\": \"Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"0521337399\", \"options\": []},\n{\"title\": \"The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback\", \"asin\": \"B00ZT21NMI\", \"options\": []},\n{\"title\": \"Software psychology: Human factors in computer and information systems (Winthrop computer systems series)\", \"asin\": \"0876268165\", \"options\": []},\n{\"title\": \"Outdoor Research Men's Sureshot Pro Gloves, Black, L\", \"asin\": \"B0CBLBPX5P\", \"options\": []},\n{\"title\": \"THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)\", \"asin\": \"B01M1L2NRL\", \"options\": [{\"Style\": \"T300RS GT Racing Wheel\"}]},\n{\"title\": \"CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)\", \"asin\": \"B011ANDC78\", \"options\": [{\"Size\": \"16 Fl Oz (Pack of 2)\"}]},\n{\"title\": \"CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)\", \"asin\": \"B0949SFXBD\", \"options\": [{\"Style\": \"Tool Only\"}, {\"Pattern Name\": \"Blower\"}]},\n{\"title\": \"Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes\", \"asin\": \"B019V1PW5G\", \"options\": [{\"Color\": \"Titanium\"}, {\"Size\": \"1\"}]},\n{\"title\": \"Giro Isode MIPS Cycling Helmet - Men's Matte White\", \"asin\": \"B07HQ6GKWB\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T05:33:00.789Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:32:52.853Z", "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 AirTag 4 pack. Keep track of and find your keys, wallet, luggage, backpack, and more. Simple one-tap set up with iPhone or iPad", "asin": "B0D54JZTHY", "price": "$79.98", "quantity": ""},
{"title": "TP-Link AC1200 WiFi Extender, 2024 Wirecutter Best WiFi Extender, 1.2Gbps home signal booster, Dual Band 5GHz/2.4GHz, Covers Up to 1500 Sq.ft and 30 Devices ,support Onemesh, One Ethernet Port (RE315)", "asin": "B08RHD97QY", "price": "$22.99", "quantity": ""},
{"title": "napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey", "asin": "/promo/A1EZVNC348XU3Q", "price": "$15.86", "quantity": ""},
{"title": "Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA", "asin": "B0051U7W32", "price": "$14.99", "quantity": ""},
{"title": "TP-Link TL-SG105, 5 Port Gigabit Unmanaged Ethernet Switch, Network Hub, Ethernet Splitter, Plug & Play, Fanless Metal Design, Shielded Ports, Traffic Optimization,Navy Blue", "asin": "B00A128S24", "price": "$13.95", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "/promo/A2B03WHRGZ9NU4", "price": "$6.99", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs - Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V6Y38G", "price": "$19.95", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs \u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V61JC8", "price": "$19.95", "quantity": ""},
{"title": "Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine", "asin": "1614275025", "price": "$9.95", "quantity": ""},
{"title": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$48.73", "quantity": ""},
{"title": "Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0C36J49YZ", "price": "$29.00", "quantity": ""},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00", "quantity": ""},
{"title": "An Introduction to Cybernetics", "asin": "1614277656", "price": "$12.95", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "quantity": ""}],
"active_items": [{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Gray"}, {"Size": "1 Count (Pack of 1)"}]},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 7, 6.5Gbps"}]},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "delivery": "FREE delivery Wed, Apr 16 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "delivery": "FREE delivery Apr 16 - 17", "quantity": "1", "selected": true, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE delivery Apr 17 - 21 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "delivery": "$3.99 delivery Apr 21 - 22", "quantity": "1", "selected": true, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:33:00.789Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T05:33:00.789Z
|
click
|
cart_page_select
|
rule
|
2025-04-13T05:33:00.789Z
|
click
|
cart_page_select
|
train
| 334 |
2025-04-13T05:33:00.789Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:32:52.853Z", "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 AirTag 4 pack. Keep track of and find your keys, wallet, luggage, backpack, and more. Simple one-tap set up with iPhone or iPad", "asin": "B0D54JZTHY", "price": "$79.98", "quantity": ""},
{"title": "TP-Link AC1200 WiFi Extender, 2024 Wirecutter Best WiFi Extender, 1.2Gbps home signal booster, Dual Band 5GHz/2.4GHz, Covers Up to 1500 Sq.ft and 30 Devices ,support Onemesh, One Ethernet Port (RE315)", "asin": "B08RHD97QY", "price": "$22.99", "quantity": ""},
{"title": "napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey", "asin": "/promo/A1EZVNC348XU3Q", "price": "$15.86", "quantity": ""},
{"title": "Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA", "asin": "B0051U7W32", "price": "$14.99", "quantity": ""},
{"title": "TP-Link TL-SG105, 5 Port Gigabit Unmanaged Ethernet Switch, Network Hub, Ethernet Splitter, Plug & Play, Fanless Metal Design, Shielded Ports, Traffic Optimization,Navy Blue", "asin": "B00A128S24", "price": "$13.95", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "/promo/A2B03WHRGZ9NU4", "price": "$6.99", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs - Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V6Y38G", "price": "$19.95", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs \u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V61JC8", "price": "$19.95", "quantity": ""},
{"title": "Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine", "asin": "1614275025", "price": "$9.95", "quantity": ""},
{"title": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$48.73", "quantity": ""},
{"title": "Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0C36J49YZ", "price": "$29.00", "quantity": ""},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00", "quantity": ""},
{"title": "An Introduction to Cybernetics", "asin": "1614277656", "price": "$12.95", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "quantity": ""}],
"active_items": [{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Gray"}, {"Size": "1 Count (Pack of 1)"}]},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 7, 6.5Gbps"}]},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "delivery": "FREE delivery Wed, Apr 16 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "delivery": "FREE delivery Apr 16 - 17", "quantity": "1", "selected": true, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE delivery Apr 17 - 21 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "delivery": "$3.99 delivery Apr 21 - 22", "quantity": "1", "selected": true, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:33:00.789Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:46.070Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:50:58.581Z\", \"action\": \"purchase\", \"action_argument\": \"B09NVPJ9ZG\"}\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Apple AirTag 4 pack. Keep track of and find your keys, wallet, luggage, backpack, and more. Simple one-tap set up with iPhone or iPad\", \"asin\": \"B0D54JZTHY\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"TP-Link AC1200 WiFi Extender, 2024 Wirecutter Best WiFi Extender, 1.2Gbps home signal booster, Dual Band 5GHz/2.4GHz, Covers Up to 1500 Sq.ft and 30 Devices ,support Onemesh, One Ethernet Port (RE315)\", \"asin\": \"B08RHD97QY\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey\", \"asin\": \"/promo/A1EZVNC348XU3Q\", \"price\": \"$15.86\", \"quantity\": \"\"},\n{\"title\": \"Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA\", \"asin\": \"B0051U7W32\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link TL-SG105, 5 Port Gigabit Unmanaged Ethernet Switch, Network Hub, Ethernet Splitter, Plug & Play, Fanless Metal Design, Shielded Ports, Traffic Optimization,Navy Blue\", \"asin\": \"B00A128S24\", \"price\": \"$13.95\", \"quantity\": \"\"},\n{\"title\": \"DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming\", \"asin\": \"/promo/A2B03WHRGZ9NU4\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Loop Quiet 2 Ear Plugs - Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction\", \"asin\": \"B0D3V6Y38G\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Loop Quiet 2 Ear Plugs \\u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction\", \"asin\": \"B0D3V61JC8\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine\", \"asin\": \"1614275025\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Understanding Computers and Cognition: A New Foundation for Design\", \"asin\": \"0201112973\", \"price\": \"$48.73\", \"quantity\": \"\"},\n{\"title\": \"Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief\", \"asin\": \"B0C36J49YZ\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask\", \"asin\": \"B0D8M5MDCS\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"An Introduction to Cybernetics\", \"asin\": \"1614277656\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black\", \"asin\": \"B07Q5VM51Y\", \"price\": \"$188.77\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work\", \"asin\": \"B0C36K8SJJ\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\", \"asin\": \"B07PRG2CQY\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Gray\"}, {\"Size\": \"1 Count (Pack of 1)\"}]},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"WiFi 7, 6.5Gbps\"}]},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"delivery\": \"FREE delivery Wed, Apr 16 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"WiFi 6E, AXE5400, Tri-Band\"}]},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"delivery\": \"FREE delivery Apr 16 - 17\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"delivery\": \"FREE delivery Apr 17 - 21 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"delivery\": \"$3.99 delivery Apr 21 - 22\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []}],\n\"saved_items\": [{\"title\": \"HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A\", \"asin\": \"B09PY33NHB\", \"options\": [{\"Color\": \"Blue\"}]},\n{\"asin\": \"B09PY33NHB\", \"options\": []},\n{\"title\": \"Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"0521337399\", \"options\": []},\n{\"title\": \"The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback\", \"asin\": \"B00ZT21NMI\", \"options\": []},\n{\"title\": \"Software psychology: Human factors in computer and information systems (Winthrop computer systems series)\", \"asin\": \"0876268165\", \"options\": []},\n{\"title\": \"Outdoor Research Men's Sureshot Pro Gloves, Black, L\", \"asin\": \"B0CBLBPX5P\", \"options\": []},\n{\"title\": \"THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)\", \"asin\": \"B01M1L2NRL\", \"options\": [{\"Style\": \"T300RS GT Racing Wheel\"}]},\n{\"title\": \"CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)\", \"asin\": \"B011ANDC78\", \"options\": [{\"Size\": \"16 Fl Oz (Pack of 2)\"}]},\n{\"title\": \"CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)\", \"asin\": \"B0949SFXBD\", \"options\": [{\"Style\": \"Tool Only\"}, {\"Pattern Name\": \"Blower\"}]},\n{\"title\": \"Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes\", \"asin\": \"B019V1PW5G\", \"options\": [{\"Color\": \"Titanium\"}, {\"Size\": \"1\"}]},\n{\"title\": \"Giro Isode MIPS Cycling Helmet - Men's Matte White\", \"asin\": \"B07HQ6GKWB\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T05:33:00.807Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Apple AirTag 4 pack. Keep track of and find your keys, wallet, luggage, backpack, and more. Simple one-tap set up with iPhone or iPad", "asin": "B0D54JZTHY", "price": "$79.98", "quantity": ""},
{"title": "TP-Link AC1200 WiFi Extender, 2024 Wirecutter Best WiFi Extender, 1.2Gbps home signal booster, Dual Band 5GHz/2.4GHz, Covers Up to 1500 Sq.ft and 30 Devices ,support Onemesh, One Ethernet Port (RE315)", "asin": "B08RHD97QY", "price": "$22.99", "quantity": ""},
{"title": "napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey", "asin": "/promo/A1EZVNC348XU3Q", "price": "$15.86", "quantity": ""},
{"title": "Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA", "asin": "B0051U7W32", "price": "$14.99", "quantity": ""},
{"title": "TP-Link TL-SG105, 5 Port Gigabit Unmanaged Ethernet Switch, Network Hub, Ethernet Splitter, Plug & Play, Fanless Metal Design, Shielded Ports, Traffic Optimization,Navy Blue", "asin": "B00A128S24", "price": "$13.95", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "/promo/A2B03WHRGZ9NU4", "price": "$6.99", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs - Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V6Y38G", "price": "$19.95", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs \u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V61JC8", "price": "$19.95", "quantity": ""},
{"title": "Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine", "asin": "1614275025", "price": "$9.95", "quantity": ""},
{"title": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$48.73", "quantity": ""},
{"title": "Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0C36J49YZ", "price": "$29.00", "quantity": ""},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00", "quantity": ""},
{"title": "An Introduction to Cybernetics", "asin": "1614277656", "price": "$12.95", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "quantity": ""}],
"active_items": [{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Gray"}, {"Size": "1 Count (Pack of 1)"}]},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 7, 6.5Gbps"}]},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "delivery": "FREE delivery Wed, Apr 16 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "delivery": "FREE delivery Apr 16 - 17", "quantity": "1", "selected": true, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE delivery Apr 17 - 21 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "delivery": "$3.99 delivery Apr 21 - 22", "quantity": "1", "selected": true, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:33:00.807Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T05:33:00.807Z
|
click
|
cart_page_select
|
rule
|
2025-04-13T05:33:00.807Z
|
click
|
cart_page_select
|
train
| 335 |
2025-04-13T05:33:00.807Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Apple AirTag 4 pack. Keep track of and find your keys, wallet, luggage, backpack, and more. Simple one-tap set up with iPhone or iPad", "asin": "B0D54JZTHY", "price": "$79.98", "quantity": ""},
{"title": "TP-Link AC1200 WiFi Extender, 2024 Wirecutter Best WiFi Extender, 1.2Gbps home signal booster, Dual Band 5GHz/2.4GHz, Covers Up to 1500 Sq.ft and 30 Devices ,support Onemesh, One Ethernet Port (RE315)", "asin": "B08RHD97QY", "price": "$22.99", "quantity": ""},
{"title": "napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey", "asin": "/promo/A1EZVNC348XU3Q", "price": "$15.86", "quantity": ""},
{"title": "Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA", "asin": "B0051U7W32", "price": "$14.99", "quantity": ""},
{"title": "TP-Link TL-SG105, 5 Port Gigabit Unmanaged Ethernet Switch, Network Hub, Ethernet Splitter, Plug & Play, Fanless Metal Design, Shielded Ports, Traffic Optimization,Navy Blue", "asin": "B00A128S24", "price": "$13.95", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "/promo/A2B03WHRGZ9NU4", "price": "$6.99", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs - Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V6Y38G", "price": "$19.95", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs \u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V61JC8", "price": "$19.95", "quantity": ""},
{"title": "Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine", "asin": "1614275025", "price": "$9.95", "quantity": ""},
{"title": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$48.73", "quantity": ""},
{"title": "Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0C36J49YZ", "price": "$29.00", "quantity": ""},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00", "quantity": ""},
{"title": "An Introduction to Cybernetics", "asin": "1614277656", "price": "$12.95", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "quantity": ""}],
"active_items": [{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Gray"}, {"Size": "1 Count (Pack of 1)"}]},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 7, 6.5Gbps"}]},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "delivery": "FREE delivery Wed, Apr 16 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "delivery": "FREE delivery Apr 16 - 17", "quantity": "1", "selected": true, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE delivery Apr 17 - 21 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "delivery": "$3.99 delivery Apr 21 - 22", "quantity": "1", "selected": true, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:33:00.807Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:46.070Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:50:58.581Z\", \"action\": \"purchase\", \"action_argument\": \"B09NVPJ9ZG\"}\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Apple AirTag 4 pack. Keep track of and find your keys, wallet, luggage, backpack, and more. Simple one-tap set up with iPhone or iPad\", \"asin\": \"B0D54JZTHY\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"TP-Link AC1200 WiFi Extender, 2024 Wirecutter Best WiFi Extender, 1.2Gbps home signal booster, Dual Band 5GHz/2.4GHz, Covers Up to 1500 Sq.ft and 30 Devices ,support Onemesh, One Ethernet Port (RE315)\", \"asin\": \"B08RHD97QY\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey\", \"asin\": \"/promo/A1EZVNC348XU3Q\", \"price\": \"$15.86\", \"quantity\": \"\"},\n{\"title\": \"Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA\", \"asin\": \"B0051U7W32\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link TL-SG105, 5 Port Gigabit Unmanaged Ethernet Switch, Network Hub, Ethernet Splitter, Plug & Play, Fanless Metal Design, Shielded Ports, Traffic Optimization,Navy Blue\", \"asin\": \"B00A128S24\", \"price\": \"$13.95\", \"quantity\": \"\"},\n{\"title\": \"DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming\", \"asin\": \"/promo/A2B03WHRGZ9NU4\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Loop Quiet 2 Ear Plugs - Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction\", \"asin\": \"B0D3V6Y38G\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Loop Quiet 2 Ear Plugs \\u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction\", \"asin\": \"B0D3V61JC8\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine\", \"asin\": \"1614275025\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Understanding Computers and Cognition: A New Foundation for Design\", \"asin\": \"0201112973\", \"price\": \"$48.73\", \"quantity\": \"\"},\n{\"title\": \"Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief\", \"asin\": \"B0C36J49YZ\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask\", \"asin\": \"B0D8M5MDCS\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"An Introduction to Cybernetics\", \"asin\": \"1614277656\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black\", \"asin\": \"B07Q5VM51Y\", \"price\": \"$188.77\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work\", \"asin\": \"B0C36K8SJJ\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\", \"asin\": \"B07PRG2CQY\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Gray\"}, {\"Size\": \"1 Count (Pack of 1)\"}]},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"WiFi 7, 6.5Gbps\"}]},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"delivery\": \"FREE delivery Wed, Apr 16 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"WiFi 6E, AXE5400, Tri-Band\"}]},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"delivery\": \"FREE delivery Apr 16 - 17\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"delivery\": \"FREE delivery Apr 17 - 21 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"delivery\": \"$3.99 delivery Apr 21 - 22\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []}],\n\"saved_items\": [{\"title\": \"HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A\", \"asin\": \"B09PY33NHB\", \"options\": [{\"Color\": \"Blue\"}]},\n{\"asin\": \"B09PY33NHB\", \"options\": []},\n{\"title\": \"Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"0521337399\", \"options\": []},\n{\"title\": \"The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback\", \"asin\": \"B00ZT21NMI\", \"options\": []},\n{\"title\": \"Software psychology: Human factors in computer and information systems (Winthrop computer systems series)\", \"asin\": \"0876268165\", \"options\": []},\n{\"title\": \"Outdoor Research Men's Sureshot Pro Gloves, Black, L\", \"asin\": \"B0CBLBPX5P\", \"options\": []},\n{\"title\": \"THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)\", \"asin\": \"B01M1L2NRL\", \"options\": [{\"Style\": \"T300RS GT Racing Wheel\"}]},\n{\"title\": \"CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)\", \"asin\": \"B011ANDC78\", \"options\": [{\"Size\": \"16 Fl Oz (Pack of 2)\"}]},\n{\"title\": \"CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)\", \"asin\": \"B0949SFXBD\", \"options\": [{\"Style\": \"Tool Only\"}, {\"Pattern Name\": \"Blower\"}]},\n{\"title\": \"Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes\", \"asin\": \"B019V1PW5G\", \"options\": [{\"Color\": \"Titanium\"}, {\"Size\": \"1\"}]},\n{\"title\": \"Giro Isode MIPS Cycling Helmet - Men's Matte White\", \"asin\": \"B07HQ6GKWB\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T05:33:03.436Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Apple AirTag 4 pack. Keep track of and find your keys, wallet, luggage, backpack, and more. Simple one-tap set up with iPhone or iPad", "asin": "B0D54JZTHY", "price": "$79.98", "quantity": ""},
{"title": "TP-Link AC1200 WiFi Extender, 2024 Wirecutter Best WiFi Extender, 1.2Gbps home signal booster, Dual Band 5GHz/2.4GHz, Covers Up to 1500 Sq.ft and 30 Devices ,support Onemesh, One Ethernet Port (RE315)", "asin": "B08RHD97QY", "price": "$22.99", "quantity": ""},
{"title": "napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey", "asin": "/promo/A1EZVNC348XU3Q", "price": "$15.86", "quantity": ""},
{"title": "Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA", "asin": "B0051U7W32", "price": "$14.99", "quantity": ""},
{"title": "TP-Link TL-SG105, 5 Port Gigabit Unmanaged Ethernet Switch, Network Hub, Ethernet Splitter, Plug & Play, Fanless Metal Design, Shielded Ports, Traffic Optimization,Navy Blue", "asin": "B00A128S24", "price": "$13.95", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "/promo/A2B03WHRGZ9NU4", "price": "$6.99", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs - Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V6Y38G", "price": "$19.95", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs \u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V61JC8", "price": "$19.95", "quantity": ""},
{"title": "Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine", "asin": "1614275025", "price": "$9.95", "quantity": ""},
{"title": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$48.73", "quantity": ""},
{"title": "Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0C36J49YZ", "price": "$29.00", "quantity": ""},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00", "quantity": ""},
{"title": "An Introduction to Cybernetics", "asin": "1614277656", "price": "$12.95", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "quantity": ""}],
"active_items": [{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Gray"}, {"Size": "1 Count (Pack of 1)"}]},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 7, 6.5Gbps"}]},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "delivery": "FREE delivery Wed, Apr 16 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "delivery": "FREE delivery Apr 16 - 17", "quantity": "1", "selected": true, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE delivery Apr 17 - 21 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "delivery": "$3.99 delivery Apr 21 - 22", "quantity": "1", "selected": true, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:33:03.436Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T05:33:03.436Z
|
click
|
cart_page_select
|
rule
|
2025-04-13T05:33:03.436Z
|
click
|
cart_page_select
|
train
| 336 |
2025-04-13T05:33:03.436Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Apple AirTag 4 pack. Keep track of and find your keys, wallet, luggage, backpack, and more. Simple one-tap set up with iPhone or iPad", "asin": "B0D54JZTHY", "price": "$79.98", "quantity": ""},
{"title": "TP-Link AC1200 WiFi Extender, 2024 Wirecutter Best WiFi Extender, 1.2Gbps home signal booster, Dual Band 5GHz/2.4GHz, Covers Up to 1500 Sq.ft and 30 Devices ,support Onemesh, One Ethernet Port (RE315)", "asin": "B08RHD97QY", "price": "$22.99", "quantity": ""},
{"title": "napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey", "asin": "/promo/A1EZVNC348XU3Q", "price": "$15.86", "quantity": ""},
{"title": "Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA", "asin": "B0051U7W32", "price": "$14.99", "quantity": ""},
{"title": "TP-Link TL-SG105, 5 Port Gigabit Unmanaged Ethernet Switch, Network Hub, Ethernet Splitter, Plug & Play, Fanless Metal Design, Shielded Ports, Traffic Optimization,Navy Blue", "asin": "B00A128S24", "price": "$13.95", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "/promo/A2B03WHRGZ9NU4", "price": "$6.99", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs - Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V6Y38G", "price": "$19.95", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs \u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V61JC8", "price": "$19.95", "quantity": ""},
{"title": "Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine", "asin": "1614275025", "price": "$9.95", "quantity": ""},
{"title": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$48.73", "quantity": ""},
{"title": "Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0C36J49YZ", "price": "$29.00", "quantity": ""},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00", "quantity": ""},
{"title": "An Introduction to Cybernetics", "asin": "1614277656", "price": "$12.95", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "quantity": ""}],
"active_items": [{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Gray"}, {"Size": "1 Count (Pack of 1)"}]},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 7, 6.5Gbps"}]},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "delivery": "FREE delivery Wed, Apr 16 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "delivery": "FREE delivery Apr 16 - 17", "quantity": "1", "selected": true, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE delivery Apr 17 - 21 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "delivery": "$3.99 delivery Apr 21 - 22", "quantity": "1", "selected": true, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:33:03.436Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:46.070Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:50:58.581Z\", \"action\": \"purchase\", \"action_argument\": \"B09NVPJ9ZG\"}\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Apple AirTag 4 pack. Keep track of and find your keys, wallet, luggage, backpack, and more. Simple one-tap set up with iPhone or iPad\", \"asin\": \"B0D54JZTHY\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"TP-Link AC1200 WiFi Extender, 2024 Wirecutter Best WiFi Extender, 1.2Gbps home signal booster, Dual Band 5GHz/2.4GHz, Covers Up to 1500 Sq.ft and 30 Devices ,support Onemesh, One Ethernet Port (RE315)\", \"asin\": \"B08RHD97QY\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey\", \"asin\": \"/promo/A1EZVNC348XU3Q\", \"price\": \"$15.86\", \"quantity\": \"\"},\n{\"title\": \"Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA\", \"asin\": \"B0051U7W32\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link TL-SG105, 5 Port Gigabit Unmanaged Ethernet Switch, Network Hub, Ethernet Splitter, Plug & Play, Fanless Metal Design, Shielded Ports, Traffic Optimization,Navy Blue\", \"asin\": \"B00A128S24\", \"price\": \"$13.95\", \"quantity\": \"\"},\n{\"title\": \"DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming\", \"asin\": \"/promo/A2B03WHRGZ9NU4\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Loop Quiet 2 Ear Plugs - Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction\", \"asin\": \"B0D3V6Y38G\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Loop Quiet 2 Ear Plugs \\u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction\", \"asin\": \"B0D3V61JC8\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine\", \"asin\": \"1614275025\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Understanding Computers and Cognition: A New Foundation for Design\", \"asin\": \"0201112973\", \"price\": \"$48.73\", \"quantity\": \"\"},\n{\"title\": \"Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief\", \"asin\": \"B0C36J49YZ\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask\", \"asin\": \"B0D8M5MDCS\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"An Introduction to Cybernetics\", \"asin\": \"1614277656\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black\", \"asin\": \"B07Q5VM51Y\", \"price\": \"$188.77\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work\", \"asin\": \"B0C36K8SJJ\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\", \"asin\": \"B07PRG2CQY\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Gray\"}, {\"Size\": \"1 Count (Pack of 1)\"}]},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"WiFi 7, 6.5Gbps\"}]},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"delivery\": \"FREE delivery Wed, Apr 16 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"WiFi 6E, AXE5400, Tri-Band\"}]},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"delivery\": \"FREE delivery Apr 16 - 17\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"delivery\": \"FREE delivery Apr 17 - 21 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"delivery\": \"$3.99 delivery Apr 21 - 22\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []}],\n\"saved_items\": [{\"title\": \"HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A\", \"asin\": \"B09PY33NHB\", \"options\": [{\"Color\": \"Blue\"}]},\n{\"asin\": \"B09PY33NHB\", \"options\": []},\n{\"title\": \"Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"0521337399\", \"options\": []},\n{\"title\": \"The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback\", \"asin\": \"B00ZT21NMI\", \"options\": []},\n{\"title\": \"Software psychology: Human factors in computer and information systems (Winthrop computer systems series)\", \"asin\": \"0876268165\", \"options\": []},\n{\"title\": \"Outdoor Research Men's Sureshot Pro Gloves, Black, L\", \"asin\": \"B0CBLBPX5P\", \"options\": []},\n{\"title\": \"THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)\", \"asin\": \"B01M1L2NRL\", \"options\": [{\"Style\": \"T300RS GT Racing Wheel\"}]},\n{\"title\": \"CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)\", \"asin\": \"B011ANDC78\", \"options\": [{\"Size\": \"16 Fl Oz (Pack of 2)\"}]},\n{\"title\": \"CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)\", \"asin\": \"B0949SFXBD\", \"options\": [{\"Style\": \"Tool Only\"}, {\"Pattern Name\": \"Blower\"}]},\n{\"title\": \"Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes\", \"asin\": \"B019V1PW5G\", \"options\": [{\"Color\": \"Titanium\"}, {\"Size\": \"1\"}]},\n{\"title\": \"Giro Isode MIPS Cycling Helmet - Men's Matte White\", \"asin\": \"B07HQ6GKWB\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T05:33:03.456Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Apple AirTag 4 pack. Keep track of and find your keys, wallet, luggage, backpack, and more. Simple one-tap set up with iPhone or iPad", "asin": "B0D54JZTHY", "price": "$79.98", "quantity": ""},
{"title": "TP-Link AC1200 WiFi Extender, 2024 Wirecutter Best WiFi Extender, 1.2Gbps home signal booster, Dual Band 5GHz/2.4GHz, Covers Up to 1500 Sq.ft and 30 Devices ,support Onemesh, One Ethernet Port (RE315)", "asin": "B08RHD97QY", "price": "$22.99", "quantity": ""},
{"title": "napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey", "asin": "/promo/A1EZVNC348XU3Q", "price": "$15.86", "quantity": ""},
{"title": "Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA", "asin": "B0051U7W32", "price": "$14.99", "quantity": ""},
{"title": "TP-Link TL-SG105, 5 Port Gigabit Unmanaged Ethernet Switch, Network Hub, Ethernet Splitter, Plug & Play, Fanless Metal Design, Shielded Ports, Traffic Optimization,Navy Blue", "asin": "B00A128S24", "price": "$13.95", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "/promo/A2B03WHRGZ9NU4", "price": "$6.99", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs - Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V6Y38G", "price": "$19.95", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs \u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V61JC8", "price": "$19.95", "quantity": ""},
{"title": "Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine", "asin": "1614275025", "price": "$9.95", "quantity": ""},
{"title": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$48.73", "quantity": ""},
{"title": "Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0C36J49YZ", "price": "$29.00", "quantity": ""},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00", "quantity": ""},
{"title": "An Introduction to Cybernetics", "asin": "1614277656", "price": "$12.95", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "quantity": ""}],
"active_items": [{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Gray"}, {"Size": "1 Count (Pack of 1)"}]},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 7, 6.5Gbps"}]},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "delivery": "FREE delivery Wed, Apr 16 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "delivery": "FREE delivery Apr 16 - 17", "quantity": "1", "selected": true, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE delivery Apr 17 - 21 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "delivery": "$3.99 delivery Apr 21 - 22", "quantity": "1", "selected": true, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:33:03.456Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T05:33:03.456Z
|
click
|
cart_page_select
|
rule
|
2025-04-13T05:33:03.456Z
|
click
|
cart_page_select
|
train
| 337 |
2025-04-13T05:33:03.456Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Apple AirTag 4 pack. Keep track of and find your keys, wallet, luggage, backpack, and more. Simple one-tap set up with iPhone or iPad", "asin": "B0D54JZTHY", "price": "$79.98", "quantity": ""},
{"title": "TP-Link AC1200 WiFi Extender, 2024 Wirecutter Best WiFi Extender, 1.2Gbps home signal booster, Dual Band 5GHz/2.4GHz, Covers Up to 1500 Sq.ft and 30 Devices ,support Onemesh, One Ethernet Port (RE315)", "asin": "B08RHD97QY", "price": "$22.99", "quantity": ""},
{"title": "napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey", "asin": "/promo/A1EZVNC348XU3Q", "price": "$15.86", "quantity": ""},
{"title": "Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA", "asin": "B0051U7W32", "price": "$14.99", "quantity": ""},
{"title": "TP-Link TL-SG105, 5 Port Gigabit Unmanaged Ethernet Switch, Network Hub, Ethernet Splitter, Plug & Play, Fanless Metal Design, Shielded Ports, Traffic Optimization,Navy Blue", "asin": "B00A128S24", "price": "$13.95", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "/promo/A2B03WHRGZ9NU4", "price": "$6.99", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs - Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V6Y38G", "price": "$19.95", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs \u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V61JC8", "price": "$19.95", "quantity": ""},
{"title": "Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine", "asin": "1614275025", "price": "$9.95", "quantity": ""},
{"title": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$48.73", "quantity": ""},
{"title": "Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0C36J49YZ", "price": "$29.00", "quantity": ""},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00", "quantity": ""},
{"title": "An Introduction to Cybernetics", "asin": "1614277656", "price": "$12.95", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "quantity": ""}],
"active_items": [{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Gray"}, {"Size": "1 Count (Pack of 1)"}]},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 7, 6.5Gbps"}]},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "delivery": "FREE delivery Wed, Apr 16 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "delivery": "FREE delivery Apr 16 - 17", "quantity": "1", "selected": true, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE delivery Apr 17 - 21 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "delivery": "$3.99 delivery Apr 21 - 22", "quantity": "1", "selected": true, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:33:03.456Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:46.070Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:50:58.581Z\", \"action\": \"purchase\", \"action_argument\": \"B09NVPJ9ZG\"}\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Apple AirTag 4 pack. Keep track of and find your keys, wallet, luggage, backpack, and more. Simple one-tap set up with iPhone or iPad\", \"asin\": \"B0D54JZTHY\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"TP-Link AC1200 WiFi Extender, 2024 Wirecutter Best WiFi Extender, 1.2Gbps home signal booster, Dual Band 5GHz/2.4GHz, Covers Up to 1500 Sq.ft and 30 Devices ,support Onemesh, One Ethernet Port (RE315)\", \"asin\": \"B08RHD97QY\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey\", \"asin\": \"/promo/A1EZVNC348XU3Q\", \"price\": \"$15.86\", \"quantity\": \"\"},\n{\"title\": \"Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA\", \"asin\": \"B0051U7W32\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link TL-SG105, 5 Port Gigabit Unmanaged Ethernet Switch, Network Hub, Ethernet Splitter, Plug & Play, Fanless Metal Design, Shielded Ports, Traffic Optimization,Navy Blue\", \"asin\": \"B00A128S24\", \"price\": \"$13.95\", \"quantity\": \"\"},\n{\"title\": \"DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming\", \"asin\": \"/promo/A2B03WHRGZ9NU4\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Loop Quiet 2 Ear Plugs - Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction\", \"asin\": \"B0D3V6Y38G\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Loop Quiet 2 Ear Plugs \\u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction\", \"asin\": \"B0D3V61JC8\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine\", \"asin\": \"1614275025\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Understanding Computers and Cognition: A New Foundation for Design\", \"asin\": \"0201112973\", \"price\": \"$48.73\", \"quantity\": \"\"},\n{\"title\": \"Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief\", \"asin\": \"B0C36J49YZ\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask\", \"asin\": \"B0D8M5MDCS\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"An Introduction to Cybernetics\", \"asin\": \"1614277656\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black\", \"asin\": \"B07Q5VM51Y\", \"price\": \"$188.77\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work\", \"asin\": \"B0C36K8SJJ\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\", \"asin\": \"B07PRG2CQY\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Gray\"}, {\"Size\": \"1 Count (Pack of 1)\"}]},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"WiFi 7, 6.5Gbps\"}]},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"delivery\": \"FREE delivery Wed, Apr 16 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"WiFi 6E, AXE5400, Tri-Band\"}]},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"delivery\": \"FREE delivery Apr 16 - 17\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"delivery\": \"FREE delivery Apr 17 - 21 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"delivery\": \"$3.99 delivery Apr 21 - 22\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []}],\n\"saved_items\": [{\"title\": \"HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A\", \"asin\": \"B09PY33NHB\", \"options\": [{\"Color\": \"Blue\"}]},\n{\"asin\": \"B09PY33NHB\", \"options\": []},\n{\"title\": \"Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"0521337399\", \"options\": []},\n{\"title\": \"The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback\", \"asin\": \"B00ZT21NMI\", \"options\": []},\n{\"title\": \"Software psychology: Human factors in computer and information systems (Winthrop computer systems series)\", \"asin\": \"0876268165\", \"options\": []},\n{\"title\": \"Outdoor Research Men's Sureshot Pro Gloves, Black, L\", \"asin\": \"B0CBLBPX5P\", \"options\": []},\n{\"title\": \"THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)\", \"asin\": \"B01M1L2NRL\", \"options\": [{\"Style\": \"T300RS GT Racing Wheel\"}]},\n{\"title\": \"CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)\", \"asin\": \"B011ANDC78\", \"options\": [{\"Size\": \"16 Fl Oz (Pack of 2)\"}]},\n{\"title\": \"CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)\", \"asin\": \"B0949SFXBD\", \"options\": [{\"Style\": \"Tool Only\"}, {\"Pattern Name\": \"Blower\"}]},\n{\"title\": \"Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes\", \"asin\": \"B019V1PW5G\", \"options\": [{\"Color\": \"Titanium\"}, {\"Size\": \"1\"}]},\n{\"title\": \"Giro Isode MIPS Cycling Helmet - Men's Matte White\", \"asin\": \"B07HQ6GKWB\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T05:33:09.095Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Apple AirTag 4 pack. Keep track of and find your keys, wallet, luggage, backpack, and more. Simple one-tap set up with iPhone or iPad", "asin": "B0D54JZTHY", "price": "$79.98", "quantity": ""},
{"title": "TP-Link AC1200 WiFi Extender, 2024 Wirecutter Best WiFi Extender, 1.2Gbps home signal booster, Dual Band 5GHz/2.4GHz, Covers Up to 1500 Sq.ft and 30 Devices ,support Onemesh, One Ethernet Port (RE315)", "asin": "B08RHD97QY", "price": "$22.99", "quantity": ""},
{"title": "napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey", "asin": "/promo/A1EZVNC348XU3Q", "price": "$15.86", "quantity": ""},
{"title": "Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA", "asin": "B0051U7W32", "price": "$14.99", "quantity": ""},
{"title": "TP-Link TL-SG105, 5 Port Gigabit Unmanaged Ethernet Switch, Network Hub, Ethernet Splitter, Plug & Play, Fanless Metal Design, Shielded Ports, Traffic Optimization,Navy Blue", "asin": "B00A128S24", "price": "$13.95", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "/promo/A2B03WHRGZ9NU4", "price": "$6.99", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs - Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V6Y38G", "price": "$19.95", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs \u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V61JC8", "price": "$19.95", "quantity": ""},
{"title": "Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine", "asin": "1614275025", "price": "$9.95", "quantity": ""},
{"title": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$48.73", "quantity": ""},
{"title": "Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0C36J49YZ", "price": "$29.00", "quantity": ""},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00", "quantity": ""},
{"title": "An Introduction to Cybernetics", "asin": "1614277656", "price": "$12.95", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "quantity": ""}],
"active_items": [{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Gray"}, {"Size": "1 Count (Pack of 1)"}]},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 7, 6.5Gbps"}]},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "delivery": "FREE delivery Wed, Apr 16 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "delivery": "FREE delivery Apr 16 - 17", "quantity": "1", "selected": true, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE delivery Apr 17 - 21 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "delivery": "$3.99 delivery Apr 21 - 22", "quantity": "1", "selected": true, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:33:09.095Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T05:33:09.095Z
|
click
|
cart_page_select
|
rule
|
2025-04-13T05:33:09.095Z
|
click
|
cart_page_select
|
train
| 338 |
2025-04-13T05:33:09.095Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Apple AirTag 4 pack. Keep track of and find your keys, wallet, luggage, backpack, and more. Simple one-tap set up with iPhone or iPad", "asin": "B0D54JZTHY", "price": "$79.98", "quantity": ""},
{"title": "TP-Link AC1200 WiFi Extender, 2024 Wirecutter Best WiFi Extender, 1.2Gbps home signal booster, Dual Band 5GHz/2.4GHz, Covers Up to 1500 Sq.ft and 30 Devices ,support Onemesh, One Ethernet Port (RE315)", "asin": "B08RHD97QY", "price": "$22.99", "quantity": ""},
{"title": "napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey", "asin": "/promo/A1EZVNC348XU3Q", "price": "$15.86", "quantity": ""},
{"title": "Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA", "asin": "B0051U7W32", "price": "$14.99", "quantity": ""},
{"title": "TP-Link TL-SG105, 5 Port Gigabit Unmanaged Ethernet Switch, Network Hub, Ethernet Splitter, Plug & Play, Fanless Metal Design, Shielded Ports, Traffic Optimization,Navy Blue", "asin": "B00A128S24", "price": "$13.95", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "/promo/A2B03WHRGZ9NU4", "price": "$6.99", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs - Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V6Y38G", "price": "$19.95", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs \u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V61JC8", "price": "$19.95", "quantity": ""},
{"title": "Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine", "asin": "1614275025", "price": "$9.95", "quantity": ""},
{"title": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$48.73", "quantity": ""},
{"title": "Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0C36J49YZ", "price": "$29.00", "quantity": ""},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00", "quantity": ""},
{"title": "An Introduction to Cybernetics", "asin": "1614277656", "price": "$12.95", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "quantity": ""}],
"active_items": [{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Gray"}, {"Size": "1 Count (Pack of 1)"}]},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 7, 6.5Gbps"}]},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "delivery": "FREE delivery Wed, Apr 16 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "delivery": "FREE delivery Apr 16 - 17", "quantity": "1", "selected": true, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE delivery Apr 17 - 21 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "delivery": "$3.99 delivery Apr 21 - 22", "quantity": "1", "selected": true, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:33:09.095Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:46.070Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:50:58.581Z\", \"action\": \"purchase\", \"action_argument\": \"B09NVPJ9ZG\"}\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Apple AirTag 4 pack. Keep track of and find your keys, wallet, luggage, backpack, and more. Simple one-tap set up with iPhone or iPad\", \"asin\": \"B0D54JZTHY\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"TP-Link AC1200 WiFi Extender, 2024 Wirecutter Best WiFi Extender, 1.2Gbps home signal booster, Dual Band 5GHz/2.4GHz, Covers Up to 1500 Sq.ft and 30 Devices ,support Onemesh, One Ethernet Port (RE315)\", \"asin\": \"B08RHD97QY\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey\", \"asin\": \"/promo/A1EZVNC348XU3Q\", \"price\": \"$15.86\", \"quantity\": \"\"},\n{\"title\": \"Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA\", \"asin\": \"B0051U7W32\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link TL-SG105, 5 Port Gigabit Unmanaged Ethernet Switch, Network Hub, Ethernet Splitter, Plug & Play, Fanless Metal Design, Shielded Ports, Traffic Optimization,Navy Blue\", \"asin\": \"B00A128S24\", \"price\": \"$13.95\", \"quantity\": \"\"},\n{\"title\": \"DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming\", \"asin\": \"/promo/A2B03WHRGZ9NU4\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Loop Quiet 2 Ear Plugs - Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction\", \"asin\": \"B0D3V6Y38G\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Loop Quiet 2 Ear Plugs \\u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction\", \"asin\": \"B0D3V61JC8\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine\", \"asin\": \"1614275025\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Understanding Computers and Cognition: A New Foundation for Design\", \"asin\": \"0201112973\", \"price\": \"$48.73\", \"quantity\": \"\"},\n{\"title\": \"Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief\", \"asin\": \"B0C36J49YZ\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask\", \"asin\": \"B0D8M5MDCS\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"An Introduction to Cybernetics\", \"asin\": \"1614277656\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black\", \"asin\": \"B07Q5VM51Y\", \"price\": \"$188.77\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work\", \"asin\": \"B0C36K8SJJ\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\", \"asin\": \"B07PRG2CQY\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Gray\"}, {\"Size\": \"1 Count (Pack of 1)\"}]},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"WiFi 7, 6.5Gbps\"}]},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"delivery\": \"FREE delivery Wed, Apr 16 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"WiFi 6E, AXE5400, Tri-Band\"}]},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"delivery\": \"FREE delivery Apr 16 - 17\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"delivery\": \"FREE delivery Apr 17 - 21 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"delivery\": \"$3.99 delivery Apr 21 - 22\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []}],\n\"saved_items\": [{\"title\": \"HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A\", \"asin\": \"B09PY33NHB\", \"options\": [{\"Color\": \"Blue\"}]},\n{\"asin\": \"B09PY33NHB\", \"options\": []},\n{\"title\": \"Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"0521337399\", \"options\": []},\n{\"title\": \"The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback\", \"asin\": \"B00ZT21NMI\", \"options\": []},\n{\"title\": \"Software psychology: Human factors in computer and information systems (Winthrop computer systems series)\", \"asin\": \"0876268165\", \"options\": []},\n{\"title\": \"Outdoor Research Men's Sureshot Pro Gloves, Black, L\", \"asin\": \"B0CBLBPX5P\", \"options\": []},\n{\"title\": \"THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)\", \"asin\": \"B01M1L2NRL\", \"options\": [{\"Style\": \"T300RS GT Racing Wheel\"}]},\n{\"title\": \"CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)\", \"asin\": \"B011ANDC78\", \"options\": [{\"Size\": \"16 Fl Oz (Pack of 2)\"}]},\n{\"title\": \"CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)\", \"asin\": \"B0949SFXBD\", \"options\": [{\"Style\": \"Tool Only\"}, {\"Pattern Name\": \"Blower\"}]},\n{\"title\": \"Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes\", \"asin\": \"B019V1PW5G\", \"options\": [{\"Color\": \"Titanium\"}, {\"Size\": \"1\"}]},\n{\"title\": \"Giro Isode MIPS Cycling Helmet - Men's Matte White\", \"asin\": \"B07HQ6GKWB\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T05:33:10.304Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Apple AirTag 4 pack. Keep track of and find your keys, wallet, luggage, backpack, and more. Simple one-tap set up with iPhone or iPad", "asin": "B0D54JZTHY", "price": "$79.98", "quantity": ""},
{"title": "TP-Link AC1200 WiFi Extender, 2024 Wirecutter Best WiFi Extender, 1.2Gbps home signal booster, Dual Band 5GHz/2.4GHz, Covers Up to 1500 Sq.ft and 30 Devices ,support Onemesh, One Ethernet Port (RE315)", "asin": "B08RHD97QY", "price": "$22.99", "quantity": ""},
{"title": "napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey", "asin": "/promo/A1EZVNC348XU3Q", "price": "$15.86", "quantity": ""},
{"title": "Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA", "asin": "B0051U7W32", "price": "$14.99", "quantity": ""},
{"title": "TP-Link TL-SG105, 5 Port Gigabit Unmanaged Ethernet Switch, Network Hub, Ethernet Splitter, Plug & Play, Fanless Metal Design, Shielded Ports, Traffic Optimization,Navy Blue", "asin": "B00A128S24", "price": "$13.95", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "/promo/A2B03WHRGZ9NU4", "price": "$6.99", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs - Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V6Y38G", "price": "$19.95", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs \u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V61JC8", "price": "$19.95", "quantity": ""},
{"title": "Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine", "asin": "1614275025", "price": "$9.95", "quantity": ""},
{"title": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$48.73", "quantity": ""},
{"title": "Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0C36J49YZ", "price": "$29.00", "quantity": ""},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00", "quantity": ""},
{"title": "An Introduction to Cybernetics", "asin": "1614277656", "price": "$12.95", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "quantity": ""}],
"active_items": [{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Gray"}, {"Size": "1 Count (Pack of 1)"}]},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 7, 6.5Gbps"}]},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "delivery": "FREE delivery Wed, Apr 16 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "delivery": "FREE delivery Apr 16 - 17", "quantity": "1", "selected": true, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE delivery Apr 17 - 21 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "delivery": "$3.99 delivery Apr 21 - 22", "quantity": "1", "selected": true, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:33:10.304Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T05:33:10.304Z
|
click
|
cart_page_select
|
rule
|
2025-04-13T05:33:10.304Z
|
click
|
cart_page_select
|
train
| 339 |
2025-04-13T05:33:10.304Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Apple AirTag 4 pack. Keep track of and find your keys, wallet, luggage, backpack, and more. Simple one-tap set up with iPhone or iPad", "asin": "B0D54JZTHY", "price": "$79.98", "quantity": ""},
{"title": "TP-Link AC1200 WiFi Extender, 2024 Wirecutter Best WiFi Extender, 1.2Gbps home signal booster, Dual Band 5GHz/2.4GHz, Covers Up to 1500 Sq.ft and 30 Devices ,support Onemesh, One Ethernet Port (RE315)", "asin": "B08RHD97QY", "price": "$22.99", "quantity": ""},
{"title": "napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey", "asin": "/promo/A1EZVNC348XU3Q", "price": "$15.86", "quantity": ""},
{"title": "Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA", "asin": "B0051U7W32", "price": "$14.99", "quantity": ""},
{"title": "TP-Link TL-SG105, 5 Port Gigabit Unmanaged Ethernet Switch, Network Hub, Ethernet Splitter, Plug & Play, Fanless Metal Design, Shielded Ports, Traffic Optimization,Navy Blue", "asin": "B00A128S24", "price": "$13.95", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "/promo/A2B03WHRGZ9NU4", "price": "$6.99", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs - Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V6Y38G", "price": "$19.95", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs \u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V61JC8", "price": "$19.95", "quantity": ""},
{"title": "Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine", "asin": "1614275025", "price": "$9.95", "quantity": ""},
{"title": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$48.73", "quantity": ""},
{"title": "Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0C36J49YZ", "price": "$29.00", "quantity": ""},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00", "quantity": ""},
{"title": "An Introduction to Cybernetics", "asin": "1614277656", "price": "$12.95", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "quantity": ""}],
"active_items": [{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Gray"}, {"Size": "1 Count (Pack of 1)"}]},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 7, 6.5Gbps"}]},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "delivery": "FREE delivery Wed, Apr 16 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "delivery": "FREE delivery Apr 16 - 17", "quantity": "1", "selected": true, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE delivery Apr 17 - 21 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "delivery": "$3.99 delivery Apr 21 - 22", "quantity": "1", "selected": true, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:33:10.304Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:46.070Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:50:58.581Z\", \"action\": \"purchase\", \"action_argument\": \"B09NVPJ9ZG\"}\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Apple AirTag 4 pack. Keep track of and find your keys, wallet, luggage, backpack, and more. Simple one-tap set up with iPhone or iPad\", \"asin\": \"B0D54JZTHY\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"TP-Link AC1200 WiFi Extender, 2024 Wirecutter Best WiFi Extender, 1.2Gbps home signal booster, Dual Band 5GHz/2.4GHz, Covers Up to 1500 Sq.ft and 30 Devices ,support Onemesh, One Ethernet Port (RE315)\", \"asin\": \"B08RHD97QY\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey\", \"asin\": \"/promo/A1EZVNC348XU3Q\", \"price\": \"$15.86\", \"quantity\": \"\"},\n{\"title\": \"Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA\", \"asin\": \"B0051U7W32\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link TL-SG105, 5 Port Gigabit Unmanaged Ethernet Switch, Network Hub, Ethernet Splitter, Plug & Play, Fanless Metal Design, Shielded Ports, Traffic Optimization,Navy Blue\", \"asin\": \"B00A128S24\", \"price\": \"$13.95\", \"quantity\": \"\"},\n{\"title\": \"DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming\", \"asin\": \"/promo/A2B03WHRGZ9NU4\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Loop Quiet 2 Ear Plugs - Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction\", \"asin\": \"B0D3V6Y38G\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Loop Quiet 2 Ear Plugs \\u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction\", \"asin\": \"B0D3V61JC8\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine\", \"asin\": \"1614275025\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Understanding Computers and Cognition: A New Foundation for Design\", \"asin\": \"0201112973\", \"price\": \"$48.73\", \"quantity\": \"\"},\n{\"title\": \"Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief\", \"asin\": \"B0C36J49YZ\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask\", \"asin\": \"B0D8M5MDCS\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"An Introduction to Cybernetics\", \"asin\": \"1614277656\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black\", \"asin\": \"B07Q5VM51Y\", \"price\": \"$188.77\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work\", \"asin\": \"B0C36K8SJJ\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\", \"asin\": \"B07PRG2CQY\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Gray\"}, {\"Size\": \"1 Count (Pack of 1)\"}]},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"WiFi 7, 6.5Gbps\"}]},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"delivery\": \"FREE delivery Wed, Apr 16 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"WiFi 6E, AXE5400, Tri-Band\"}]},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"delivery\": \"FREE delivery Apr 16 - 17\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"delivery\": \"FREE delivery Apr 17 - 21 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"delivery\": \"$3.99 delivery Apr 21 - 22\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []}],\n\"saved_items\": [{\"title\": \"HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A\", \"asin\": \"B09PY33NHB\", \"options\": [{\"Color\": \"Blue\"}]},\n{\"asin\": \"B09PY33NHB\", \"options\": []},\n{\"title\": \"Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"0521337399\", \"options\": []},\n{\"title\": \"The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback\", \"asin\": \"B00ZT21NMI\", \"options\": []},\n{\"title\": \"Software psychology: Human factors in computer and information systems (Winthrop computer systems series)\", \"asin\": \"0876268165\", \"options\": []},\n{\"title\": \"Outdoor Research Men's Sureshot Pro Gloves, Black, L\", \"asin\": \"B0CBLBPX5P\", \"options\": []},\n{\"title\": \"THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)\", \"asin\": \"B01M1L2NRL\", \"options\": [{\"Style\": \"T300RS GT Racing Wheel\"}]},\n{\"title\": \"CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)\", \"asin\": \"B011ANDC78\", \"options\": [{\"Size\": \"16 Fl Oz (Pack of 2)\"}]},\n{\"title\": \"CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)\", \"asin\": \"B0949SFXBD\", \"options\": [{\"Style\": \"Tool Only\"}, {\"Pattern Name\": \"Blower\"}]},\n{\"title\": \"Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes\", \"asin\": \"B019V1PW5G\", \"options\": [{\"Color\": \"Titanium\"}, {\"Size\": \"1\"}]},\n{\"title\": \"Giro Isode MIPS Cycling Helmet - Men's Matte White\", \"asin\": \"B07HQ6GKWB\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T05:33:12.371Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Apple AirTag 4 pack. Keep track of and find your keys, wallet, luggage, backpack, and more. Simple one-tap set up with iPhone or iPad", "asin": "B0D54JZTHY", "price": "$79.98", "quantity": ""},
{"title": "TP-Link AC1200 WiFi Extender, 2024 Wirecutter Best WiFi Extender, 1.2Gbps home signal booster, Dual Band 5GHz/2.4GHz, Covers Up to 1500 Sq.ft and 30 Devices ,support Onemesh, One Ethernet Port (RE315)", "asin": "B08RHD97QY", "price": "$22.99", "quantity": ""},
{"title": "napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey", "asin": "/promo/A1EZVNC348XU3Q", "price": "$15.86", "quantity": ""},
{"title": "Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA", "asin": "B0051U7W32", "price": "$14.99", "quantity": ""},
{"title": "TP-Link TL-SG105, 5 Port Gigabit Unmanaged Ethernet Switch, Network Hub, Ethernet Splitter, Plug & Play, Fanless Metal Design, Shielded Ports, Traffic Optimization,Navy Blue", "asin": "B00A128S24", "price": "$13.95", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "/promo/A2B03WHRGZ9NU4", "price": "$6.99", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs - Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V6Y38G", "price": "$19.95", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs \u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V61JC8", "price": "$19.95", "quantity": ""},
{"title": "Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine", "asin": "1614275025", "price": "$9.95", "quantity": ""},
{"title": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$48.73", "quantity": ""},
{"title": "Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0C36J49YZ", "price": "$29.00", "quantity": ""},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00", "quantity": ""},
{"title": "An Introduction to Cybernetics", "asin": "1614277656", "price": "$12.95", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "quantity": ""}],
"active_items": [{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Gray"}, {"Size": "1 Count (Pack of 1)"}]},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 7, 6.5Gbps"}]},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "delivery": "FREE delivery Wed, Apr 16 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "delivery": "FREE delivery Apr 16 - 17", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE delivery Apr 17 - 21 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "delivery": "$3.99 delivery Apr 21 - 22", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:33:12.371Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T05:33:12.371Z
|
click
|
cart_page_select
|
rule
|
2025-04-13T05:33:12.371Z
|
click
|
cart_page_select
|
train
| 340 |
2025-04-13T05:33:12.371Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Apple AirTag 4 pack. Keep track of and find your keys, wallet, luggage, backpack, and more. Simple one-tap set up with iPhone or iPad", "asin": "B0D54JZTHY", "price": "$79.98", "quantity": ""},
{"title": "TP-Link AC1200 WiFi Extender, 2024 Wirecutter Best WiFi Extender, 1.2Gbps home signal booster, Dual Band 5GHz/2.4GHz, Covers Up to 1500 Sq.ft and 30 Devices ,support Onemesh, One Ethernet Port (RE315)", "asin": "B08RHD97QY", "price": "$22.99", "quantity": ""},
{"title": "napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey", "asin": "/promo/A1EZVNC348XU3Q", "price": "$15.86", "quantity": ""},
{"title": "Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA", "asin": "B0051U7W32", "price": "$14.99", "quantity": ""},
{"title": "TP-Link TL-SG105, 5 Port Gigabit Unmanaged Ethernet Switch, Network Hub, Ethernet Splitter, Plug & Play, Fanless Metal Design, Shielded Ports, Traffic Optimization,Navy Blue", "asin": "B00A128S24", "price": "$13.95", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "/promo/A2B03WHRGZ9NU4", "price": "$6.99", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs - Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V6Y38G", "price": "$19.95", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs \u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V61JC8", "price": "$19.95", "quantity": ""},
{"title": "Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine", "asin": "1614275025", "price": "$9.95", "quantity": ""},
{"title": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$48.73", "quantity": ""},
{"title": "Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0C36J49YZ", "price": "$29.00", "quantity": ""},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00", "quantity": ""},
{"title": "An Introduction to Cybernetics", "asin": "1614277656", "price": "$12.95", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "quantity": ""}],
"active_items": [{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Gray"}, {"Size": "1 Count (Pack of 1)"}]},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 7, 6.5Gbps"}]},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "delivery": "FREE delivery Wed, Apr 16 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "delivery": "FREE delivery Apr 16 - 17", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE delivery Apr 17 - 21 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "delivery": "$3.99 delivery Apr 21 - 22", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:33:12.371Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:46.070Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:50:58.581Z\", \"action\": \"purchase\", \"action_argument\": \"B09NVPJ9ZG\"}\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.371Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Apple AirTag 4 pack. Keep track of and find your keys, wallet, luggage, backpack, and more. Simple one-tap set up with iPhone or iPad\", \"asin\": \"B0D54JZTHY\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"TP-Link AC1200 WiFi Extender, 2024 Wirecutter Best WiFi Extender, 1.2Gbps home signal booster, Dual Band 5GHz/2.4GHz, Covers Up to 1500 Sq.ft and 30 Devices ,support Onemesh, One Ethernet Port (RE315)\", \"asin\": \"B08RHD97QY\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey\", \"asin\": \"/promo/A1EZVNC348XU3Q\", \"price\": \"$15.86\", \"quantity\": \"\"},\n{\"title\": \"Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA\", \"asin\": \"B0051U7W32\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link TL-SG105, 5 Port Gigabit Unmanaged Ethernet Switch, Network Hub, Ethernet Splitter, Plug & Play, Fanless Metal Design, Shielded Ports, Traffic Optimization,Navy Blue\", \"asin\": \"B00A128S24\", \"price\": \"$13.95\", \"quantity\": \"\"},\n{\"title\": \"DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming\", \"asin\": \"/promo/A2B03WHRGZ9NU4\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Loop Quiet 2 Ear Plugs - Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction\", \"asin\": \"B0D3V6Y38G\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Loop Quiet 2 Ear Plugs \\u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction\", \"asin\": \"B0D3V61JC8\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine\", \"asin\": \"1614275025\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Understanding Computers and Cognition: A New Foundation for Design\", \"asin\": \"0201112973\", \"price\": \"$48.73\", \"quantity\": \"\"},\n{\"title\": \"Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief\", \"asin\": \"B0C36J49YZ\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask\", \"asin\": \"B0D8M5MDCS\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"An Introduction to Cybernetics\", \"asin\": \"1614277656\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black\", \"asin\": \"B07Q5VM51Y\", \"price\": \"$188.77\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work\", \"asin\": \"B0C36K8SJJ\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\", \"asin\": \"B07PRG2CQY\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Gray\"}, {\"Size\": \"1 Count (Pack of 1)\"}]},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"WiFi 7, 6.5Gbps\"}]},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"delivery\": \"FREE delivery Wed, Apr 16 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"WiFi 6E, AXE5400, Tri-Band\"}]},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"delivery\": \"FREE delivery Apr 16 - 17\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"delivery\": \"FREE delivery Apr 17 - 21 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"delivery\": \"$3.99 delivery Apr 21 - 22\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []}],\n\"saved_items\": [{\"title\": \"HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A\", \"asin\": \"B09PY33NHB\", \"options\": [{\"Color\": \"Blue\"}]},\n{\"asin\": \"B09PY33NHB\", \"options\": []},\n{\"title\": \"Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"0521337399\", \"options\": []},\n{\"title\": \"The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback\", \"asin\": \"B00ZT21NMI\", \"options\": []},\n{\"title\": \"Software psychology: Human factors in computer and information systems (Winthrop computer systems series)\", \"asin\": \"0876268165\", \"options\": []},\n{\"title\": \"Outdoor Research Men's Sureshot Pro Gloves, Black, L\", \"asin\": \"B0CBLBPX5P\", \"options\": []},\n{\"title\": \"THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)\", \"asin\": \"B01M1L2NRL\", \"options\": [{\"Style\": \"T300RS GT Racing Wheel\"}]},\n{\"title\": \"CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)\", \"asin\": \"B011ANDC78\", \"options\": [{\"Size\": \"16 Fl Oz (Pack of 2)\"}]},\n{\"title\": \"CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)\", \"asin\": \"B0949SFXBD\", \"options\": [{\"Style\": \"Tool Only\"}, {\"Pattern Name\": \"Blower\"}]},\n{\"title\": \"Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes\", \"asin\": \"B019V1PW5G\", \"options\": [{\"Color\": \"Titanium\"}, {\"Size\": \"1\"}]},\n{\"title\": \"Giro Isode MIPS Cycling Helmet - Men's Matte White\", \"asin\": \"B07HQ6GKWB\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T05:33:12.389Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Apple AirTag 4 pack. Keep track of and find your keys, wallet, luggage, backpack, and more. Simple one-tap set up with iPhone or iPad", "asin": "B0D54JZTHY", "price": "$79.98", "quantity": ""},
{"title": "TP-Link AC1200 WiFi Extender, 2024 Wirecutter Best WiFi Extender, 1.2Gbps home signal booster, Dual Band 5GHz/2.4GHz, Covers Up to 1500 Sq.ft and 30 Devices ,support Onemesh, One Ethernet Port (RE315)", "asin": "B08RHD97QY", "price": "$22.99", "quantity": ""},
{"title": "napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey", "asin": "/promo/A1EZVNC348XU3Q", "price": "$15.86", "quantity": ""},
{"title": "Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA", "asin": "B0051U7W32", "price": "$14.99", "quantity": ""},
{"title": "TP-Link TL-SG105, 5 Port Gigabit Unmanaged Ethernet Switch, Network Hub, Ethernet Splitter, Plug & Play, Fanless Metal Design, Shielded Ports, Traffic Optimization,Navy Blue", "asin": "B00A128S24", "price": "$13.95", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "/promo/A2B03WHRGZ9NU4", "price": "$6.99", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs - Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V6Y38G", "price": "$19.95", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs \u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V61JC8", "price": "$19.95", "quantity": ""},
{"title": "Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine", "asin": "1614275025", "price": "$9.95", "quantity": ""},
{"title": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$48.73", "quantity": ""},
{"title": "Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0C36J49YZ", "price": "$29.00", "quantity": ""},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00", "quantity": ""},
{"title": "An Introduction to Cybernetics", "asin": "1614277656", "price": "$12.95", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "quantity": ""}],
"active_items": [{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Gray"}, {"Size": "1 Count (Pack of 1)"}]},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 7, 6.5Gbps"}]},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "delivery": "FREE delivery Wed, Apr 16 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "delivery": "FREE delivery Apr 16 - 17", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE delivery Apr 17 - 21 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "delivery": "$3.99 delivery Apr 21 - 22", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:33:12.389Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T05:33:12.389Z
|
click
|
cart_page_select
|
rule
|
2025-04-13T05:33:12.389Z
|
click
|
cart_page_select
|
train
| 341 |
2025-04-13T05:33:12.389Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Apple AirTag 4 pack. Keep track of and find your keys, wallet, luggage, backpack, and more. Simple one-tap set up with iPhone or iPad", "asin": "B0D54JZTHY", "price": "$79.98", "quantity": ""},
{"title": "TP-Link AC1200 WiFi Extender, 2024 Wirecutter Best WiFi Extender, 1.2Gbps home signal booster, Dual Band 5GHz/2.4GHz, Covers Up to 1500 Sq.ft and 30 Devices ,support Onemesh, One Ethernet Port (RE315)", "asin": "B08RHD97QY", "price": "$22.99", "quantity": ""},
{"title": "napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey", "asin": "/promo/A1EZVNC348XU3Q", "price": "$15.86", "quantity": ""},
{"title": "Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA", "asin": "B0051U7W32", "price": "$14.99", "quantity": ""},
{"title": "TP-Link TL-SG105, 5 Port Gigabit Unmanaged Ethernet Switch, Network Hub, Ethernet Splitter, Plug & Play, Fanless Metal Design, Shielded Ports, Traffic Optimization,Navy Blue", "asin": "B00A128S24", "price": "$13.95", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "/promo/A2B03WHRGZ9NU4", "price": "$6.99", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs - Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V6Y38G", "price": "$19.95", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs \u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V61JC8", "price": "$19.95", "quantity": ""},
{"title": "Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine", "asin": "1614275025", "price": "$9.95", "quantity": ""},
{"title": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$48.73", "quantity": ""},
{"title": "Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0C36J49YZ", "price": "$29.00", "quantity": ""},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00", "quantity": ""},
{"title": "An Introduction to Cybernetics", "asin": "1614277656", "price": "$12.95", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "quantity": ""}],
"active_items": [{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Gray"}, {"Size": "1 Count (Pack of 1)"}]},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 7, 6.5Gbps"}]},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "delivery": "FREE delivery Wed, Apr 16 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "delivery": "FREE delivery Apr 16 - 17", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE delivery Apr 17 - 21 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "delivery": "$3.99 delivery Apr 21 - 22", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:33:12.389Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:46.070Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:50:58.581Z\", \"action\": \"purchase\", \"action_argument\": \"B09NVPJ9ZG\"}\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.371Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.389Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Apple AirTag 4 pack. Keep track of and find your keys, wallet, luggage, backpack, and more. Simple one-tap set up with iPhone or iPad\", \"asin\": \"B0D54JZTHY\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"TP-Link AC1200 WiFi Extender, 2024 Wirecutter Best WiFi Extender, 1.2Gbps home signal booster, Dual Band 5GHz/2.4GHz, Covers Up to 1500 Sq.ft and 30 Devices ,support Onemesh, One Ethernet Port (RE315)\", \"asin\": \"B08RHD97QY\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey\", \"asin\": \"/promo/A1EZVNC348XU3Q\", \"price\": \"$15.86\", \"quantity\": \"\"},\n{\"title\": \"Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA\", \"asin\": \"B0051U7W32\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link TL-SG105, 5 Port Gigabit Unmanaged Ethernet Switch, Network Hub, Ethernet Splitter, Plug & Play, Fanless Metal Design, Shielded Ports, Traffic Optimization,Navy Blue\", \"asin\": \"B00A128S24\", \"price\": \"$13.95\", \"quantity\": \"\"},\n{\"title\": \"DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming\", \"asin\": \"/promo/A2B03WHRGZ9NU4\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Loop Quiet 2 Ear Plugs - Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction\", \"asin\": \"B0D3V6Y38G\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Loop Quiet 2 Ear Plugs \\u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction\", \"asin\": \"B0D3V61JC8\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine\", \"asin\": \"1614275025\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Understanding Computers and Cognition: A New Foundation for Design\", \"asin\": \"0201112973\", \"price\": \"$48.73\", \"quantity\": \"\"},\n{\"title\": \"Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief\", \"asin\": \"B0C36J49YZ\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask\", \"asin\": \"B0D8M5MDCS\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"An Introduction to Cybernetics\", \"asin\": \"1614277656\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black\", \"asin\": \"B07Q5VM51Y\", \"price\": \"$188.77\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work\", \"asin\": \"B0C36K8SJJ\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\", \"asin\": \"B07PRG2CQY\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Gray\"}, {\"Size\": \"1 Count (Pack of 1)\"}]},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"WiFi 7, 6.5Gbps\"}]},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"delivery\": \"FREE delivery Wed, Apr 16 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"WiFi 6E, AXE5400, Tri-Band\"}]},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"delivery\": \"FREE delivery Apr 16 - 17\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"delivery\": \"FREE delivery Apr 17 - 21 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"delivery\": \"$3.99 delivery Apr 21 - 22\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []}],\n\"saved_items\": [{\"title\": \"HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A\", \"asin\": \"B09PY33NHB\", \"options\": [{\"Color\": \"Blue\"}]},\n{\"asin\": \"B09PY33NHB\", \"options\": []},\n{\"title\": \"Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"0521337399\", \"options\": []},\n{\"title\": \"The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback\", \"asin\": \"B00ZT21NMI\", \"options\": []},\n{\"title\": \"Software psychology: Human factors in computer and information systems (Winthrop computer systems series)\", \"asin\": \"0876268165\", \"options\": []},\n{\"title\": \"Outdoor Research Men's Sureshot Pro Gloves, Black, L\", \"asin\": \"B0CBLBPX5P\", \"options\": []},\n{\"title\": \"THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)\", \"asin\": \"B01M1L2NRL\", \"options\": [{\"Style\": \"T300RS GT Racing Wheel\"}]},\n{\"title\": \"CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)\", \"asin\": \"B011ANDC78\", \"options\": [{\"Size\": \"16 Fl Oz (Pack of 2)\"}]},\n{\"title\": \"CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)\", \"asin\": \"B0949SFXBD\", \"options\": [{\"Style\": \"Tool Only\"}, {\"Pattern Name\": \"Blower\"}]},\n{\"title\": \"Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes\", \"asin\": \"B019V1PW5G\", \"options\": [{\"Color\": \"Titanium\"}, {\"Size\": \"1\"}]},\n{\"title\": \"Giro Isode MIPS Cycling Helmet - Men's Matte White\", \"asin\": \"B07HQ6GKWB\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T05:33:14.721Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Apple AirTag 4 pack. Keep track of and find your keys, wallet, luggage, backpack, and more. Simple one-tap set up with iPhone or iPad", "asin": "B0D54JZTHY", "price": "$79.98", "quantity": ""},
{"title": "TP-Link AC1200 WiFi Extender, 2024 Wirecutter Best WiFi Extender, 1.2Gbps home signal booster, Dual Band 5GHz/2.4GHz, Covers Up to 1500 Sq.ft and 30 Devices ,support Onemesh, One Ethernet Port (RE315)", "asin": "B08RHD97QY", "price": "$22.99", "quantity": ""},
{"title": "napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey", "asin": "/promo/A1EZVNC348XU3Q", "price": "$15.86", "quantity": ""},
{"title": "Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA", "asin": "B0051U7W32", "price": "$14.99", "quantity": ""},
{"title": "TP-Link TL-SG105, 5 Port Gigabit Unmanaged Ethernet Switch, Network Hub, Ethernet Splitter, Plug & Play, Fanless Metal Design, Shielded Ports, Traffic Optimization,Navy Blue", "asin": "B00A128S24", "price": "$13.95", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "/promo/A2B03WHRGZ9NU4", "price": "$6.99", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs - Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V6Y38G", "price": "$19.95", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs \u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V61JC8", "price": "$19.95", "quantity": ""},
{"title": "Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine", "asin": "1614275025", "price": "$9.95", "quantity": ""},
{"title": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$48.73", "quantity": ""},
{"title": "Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0C36J49YZ", "price": "$29.00", "quantity": ""},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00", "quantity": ""},
{"title": "An Introduction to Cybernetics", "asin": "1614277656", "price": "$12.95", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "quantity": ""}],
"active_items": [{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Gray"}, {"Size": "1 Count (Pack of 1)"}]},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 7, 6.5Gbps"}]},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "delivery": "FREE delivery Wed, Apr 16 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "delivery": "FREE delivery Apr 16 - 17", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE delivery Apr 17 - 21 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "delivery": "$3.99 delivery Apr 21 - 22", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:33:14.721Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T05:33:14.721Z
|
click
|
cart_page_select
|
rule
|
2025-04-13T05:33:14.721Z
|
click
|
cart_page_select
|
train
| 342 |
2025-04-13T05:33:14.721Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Apple AirTag 4 pack. Keep track of and find your keys, wallet, luggage, backpack, and more. Simple one-tap set up with iPhone or iPad", "asin": "B0D54JZTHY", "price": "$79.98", "quantity": ""},
{"title": "TP-Link AC1200 WiFi Extender, 2024 Wirecutter Best WiFi Extender, 1.2Gbps home signal booster, Dual Band 5GHz/2.4GHz, Covers Up to 1500 Sq.ft and 30 Devices ,support Onemesh, One Ethernet Port (RE315)", "asin": "B08RHD97QY", "price": "$22.99", "quantity": ""},
{"title": "napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey", "asin": "/promo/A1EZVNC348XU3Q", "price": "$15.86", "quantity": ""},
{"title": "Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA", "asin": "B0051U7W32", "price": "$14.99", "quantity": ""},
{"title": "TP-Link TL-SG105, 5 Port Gigabit Unmanaged Ethernet Switch, Network Hub, Ethernet Splitter, Plug & Play, Fanless Metal Design, Shielded Ports, Traffic Optimization,Navy Blue", "asin": "B00A128S24", "price": "$13.95", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "/promo/A2B03WHRGZ9NU4", "price": "$6.99", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs - Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V6Y38G", "price": "$19.95", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs \u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V61JC8", "price": "$19.95", "quantity": ""},
{"title": "Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine", "asin": "1614275025", "price": "$9.95", "quantity": ""},
{"title": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$48.73", "quantity": ""},
{"title": "Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0C36J49YZ", "price": "$29.00", "quantity": ""},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00", "quantity": ""},
{"title": "An Introduction to Cybernetics", "asin": "1614277656", "price": "$12.95", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "quantity": ""}],
"active_items": [{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Gray"}, {"Size": "1 Count (Pack of 1)"}]},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 7, 6.5Gbps"}]},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "delivery": "FREE delivery Wed, Apr 16 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "delivery": "FREE delivery Apr 16 - 17", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE delivery Apr 17 - 21 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "delivery": "$3.99 delivery Apr 21 - 22", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:33:14.721Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:46.070Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:50:58.581Z\", \"action\": \"purchase\", \"action_argument\": \"B09NVPJ9ZG\"}\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.371Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.389Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.721Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Apple AirTag 4 pack. Keep track of and find your keys, wallet, luggage, backpack, and more. Simple one-tap set up with iPhone or iPad\", \"asin\": \"B0D54JZTHY\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"TP-Link AC1200 WiFi Extender, 2024 Wirecutter Best WiFi Extender, 1.2Gbps home signal booster, Dual Band 5GHz/2.4GHz, Covers Up to 1500 Sq.ft and 30 Devices ,support Onemesh, One Ethernet Port (RE315)\", \"asin\": \"B08RHD97QY\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey\", \"asin\": \"/promo/A1EZVNC348XU3Q\", \"price\": \"$15.86\", \"quantity\": \"\"},\n{\"title\": \"Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA\", \"asin\": \"B0051U7W32\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link TL-SG105, 5 Port Gigabit Unmanaged Ethernet Switch, Network Hub, Ethernet Splitter, Plug & Play, Fanless Metal Design, Shielded Ports, Traffic Optimization,Navy Blue\", \"asin\": \"B00A128S24\", \"price\": \"$13.95\", \"quantity\": \"\"},\n{\"title\": \"DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming\", \"asin\": \"/promo/A2B03WHRGZ9NU4\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Loop Quiet 2 Ear Plugs - Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction\", \"asin\": \"B0D3V6Y38G\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Loop Quiet 2 Ear Plugs \\u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction\", \"asin\": \"B0D3V61JC8\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine\", \"asin\": \"1614275025\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Understanding Computers and Cognition: A New Foundation for Design\", \"asin\": \"0201112973\", \"price\": \"$48.73\", \"quantity\": \"\"},\n{\"title\": \"Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief\", \"asin\": \"B0C36J49YZ\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask\", \"asin\": \"B0D8M5MDCS\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"An Introduction to Cybernetics\", \"asin\": \"1614277656\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black\", \"asin\": \"B07Q5VM51Y\", \"price\": \"$188.77\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work\", \"asin\": \"B0C36K8SJJ\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\", \"asin\": \"B07PRG2CQY\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Gray\"}, {\"Size\": \"1 Count (Pack of 1)\"}]},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"WiFi 7, 6.5Gbps\"}]},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"delivery\": \"FREE delivery Wed, Apr 16 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"WiFi 6E, AXE5400, Tri-Band\"}]},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"delivery\": \"FREE delivery Apr 16 - 17\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"delivery\": \"FREE delivery Apr 17 - 21 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"delivery\": \"$3.99 delivery Apr 21 - 22\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []}],\n\"saved_items\": [{\"title\": \"HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A\", \"asin\": \"B09PY33NHB\", \"options\": [{\"Color\": \"Blue\"}]},\n{\"asin\": \"B09PY33NHB\", \"options\": []},\n{\"title\": \"Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"0521337399\", \"options\": []},\n{\"title\": \"The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback\", \"asin\": \"B00ZT21NMI\", \"options\": []},\n{\"title\": \"Software psychology: Human factors in computer and information systems (Winthrop computer systems series)\", \"asin\": \"0876268165\", \"options\": []},\n{\"title\": \"Outdoor Research Men's Sureshot Pro Gloves, Black, L\", \"asin\": \"B0CBLBPX5P\", \"options\": []},\n{\"title\": \"THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)\", \"asin\": \"B01M1L2NRL\", \"options\": [{\"Style\": \"T300RS GT Racing Wheel\"}]},\n{\"title\": \"CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)\", \"asin\": \"B011ANDC78\", \"options\": [{\"Size\": \"16 Fl Oz (Pack of 2)\"}]},\n{\"title\": \"CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)\", \"asin\": \"B0949SFXBD\", \"options\": [{\"Style\": \"Tool Only\"}, {\"Pattern Name\": \"Blower\"}]},\n{\"title\": \"Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes\", \"asin\": \"B019V1PW5G\", \"options\": [{\"Color\": \"Titanium\"}, {\"Size\": \"1\"}]},\n{\"title\": \"Giro Isode MIPS Cycling Helmet - Men's Matte White\", \"asin\": \"B07HQ6GKWB\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T05:33:14.739Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Apple AirTag 4 pack. Keep track of and find your keys, wallet, luggage, backpack, and more. Simple one-tap set up with iPhone or iPad", "asin": "B0D54JZTHY", "price": "$79.98", "quantity": ""},
{"title": "TP-Link AC1200 WiFi Extender, 2024 Wirecutter Best WiFi Extender, 1.2Gbps home signal booster, Dual Band 5GHz/2.4GHz, Covers Up to 1500 Sq.ft and 30 Devices ,support Onemesh, One Ethernet Port (RE315)", "asin": "B08RHD97QY", "price": "$22.99", "quantity": ""},
{"title": "napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey", "asin": "/promo/A1EZVNC348XU3Q", "price": "$15.86", "quantity": ""},
{"title": "Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA", "asin": "B0051U7W32", "price": "$14.99", "quantity": ""},
{"title": "TP-Link TL-SG105, 5 Port Gigabit Unmanaged Ethernet Switch, Network Hub, Ethernet Splitter, Plug & Play, Fanless Metal Design, Shielded Ports, Traffic Optimization,Navy Blue", "asin": "B00A128S24", "price": "$13.95", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "/promo/A2B03WHRGZ9NU4", "price": "$6.99", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs - Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V6Y38G", "price": "$19.95", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs \u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V61JC8", "price": "$19.95", "quantity": ""},
{"title": "Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine", "asin": "1614275025", "price": "$9.95", "quantity": ""},
{"title": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$48.73", "quantity": ""},
{"title": "Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0C36J49YZ", "price": "$29.00", "quantity": ""},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00", "quantity": ""},
{"title": "An Introduction to Cybernetics", "asin": "1614277656", "price": "$12.95", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "quantity": ""}],
"active_items": [{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Gray"}, {"Size": "1 Count (Pack of 1)"}]},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 7, 6.5Gbps"}]},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "delivery": "FREE delivery Wed, Apr 16 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "delivery": "FREE delivery Apr 16 - 17", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE delivery Apr 17 - 21 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "delivery": "$3.99 delivery Apr 21 - 22", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:33:14.739Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T05:33:14.739Z
|
click
|
cart_page_select
|
rule
|
2025-04-13T05:33:14.739Z
|
click
|
cart_page_select
|
train
| 343 |
2025-04-13T05:33:14.739Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Apple AirTag 4 pack. Keep track of and find your keys, wallet, luggage, backpack, and more. Simple one-tap set up with iPhone or iPad", "asin": "B0D54JZTHY", "price": "$79.98", "quantity": ""},
{"title": "TP-Link AC1200 WiFi Extender, 2024 Wirecutter Best WiFi Extender, 1.2Gbps home signal booster, Dual Band 5GHz/2.4GHz, Covers Up to 1500 Sq.ft and 30 Devices ,support Onemesh, One Ethernet Port (RE315)", "asin": "B08RHD97QY", "price": "$22.99", "quantity": ""},
{"title": "napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey", "asin": "/promo/A1EZVNC348XU3Q", "price": "$15.86", "quantity": ""},
{"title": "Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA", "asin": "B0051U7W32", "price": "$14.99", "quantity": ""},
{"title": "TP-Link TL-SG105, 5 Port Gigabit Unmanaged Ethernet Switch, Network Hub, Ethernet Splitter, Plug & Play, Fanless Metal Design, Shielded Ports, Traffic Optimization,Navy Blue", "asin": "B00A128S24", "price": "$13.95", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "/promo/A2B03WHRGZ9NU4", "price": "$6.99", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs - Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V6Y38G", "price": "$19.95", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs \u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V61JC8", "price": "$19.95", "quantity": ""},
{"title": "Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine", "asin": "1614275025", "price": "$9.95", "quantity": ""},
{"title": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$48.73", "quantity": ""},
{"title": "Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0C36J49YZ", "price": "$29.00", "quantity": ""},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00", "quantity": ""},
{"title": "An Introduction to Cybernetics", "asin": "1614277656", "price": "$12.95", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "quantity": ""}],
"active_items": [{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Gray"}, {"Size": "1 Count (Pack of 1)"}]},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 7, 6.5Gbps"}]},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "delivery": "FREE delivery Wed, Apr 16 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "delivery": "FREE delivery Apr 16 - 17", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE delivery Apr 17 - 21 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "delivery": "$3.99 delivery Apr 21 - 22", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:33:14.739Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:46.070Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:50:58.581Z\", \"action\": \"purchase\", \"action_argument\": \"B09NVPJ9ZG\"}\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.371Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.389Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.721Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.739Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Apple AirTag 4 pack. Keep track of and find your keys, wallet, luggage, backpack, and more. Simple one-tap set up with iPhone or iPad\", \"asin\": \"B0D54JZTHY\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"TP-Link AC1200 WiFi Extender, 2024 Wirecutter Best WiFi Extender, 1.2Gbps home signal booster, Dual Band 5GHz/2.4GHz, Covers Up to 1500 Sq.ft and 30 Devices ,support Onemesh, One Ethernet Port (RE315)\", \"asin\": \"B08RHD97QY\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey\", \"asin\": \"/promo/A1EZVNC348XU3Q\", \"price\": \"$15.86\", \"quantity\": \"\"},\n{\"title\": \"Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA\", \"asin\": \"B0051U7W32\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link TL-SG105, 5 Port Gigabit Unmanaged Ethernet Switch, Network Hub, Ethernet Splitter, Plug & Play, Fanless Metal Design, Shielded Ports, Traffic Optimization,Navy Blue\", \"asin\": \"B00A128S24\", \"price\": \"$13.95\", \"quantity\": \"\"},\n{\"title\": \"DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming\", \"asin\": \"/promo/A2B03WHRGZ9NU4\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Loop Quiet 2 Ear Plugs - Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction\", \"asin\": \"B0D3V6Y38G\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Loop Quiet 2 Ear Plugs \\u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction\", \"asin\": \"B0D3V61JC8\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine\", \"asin\": \"1614275025\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Understanding Computers and Cognition: A New Foundation for Design\", \"asin\": \"0201112973\", \"price\": \"$48.73\", \"quantity\": \"\"},\n{\"title\": \"Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief\", \"asin\": \"B0C36J49YZ\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask\", \"asin\": \"B0D8M5MDCS\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"An Introduction to Cybernetics\", \"asin\": \"1614277656\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black\", \"asin\": \"B07Q5VM51Y\", \"price\": \"$188.77\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work\", \"asin\": \"B0C36K8SJJ\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\", \"asin\": \"B07PRG2CQY\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Gray\"}, {\"Size\": \"1 Count (Pack of 1)\"}]},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"WiFi 7, 6.5Gbps\"}]},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"delivery\": \"FREE delivery Wed, Apr 16 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"WiFi 6E, AXE5400, Tri-Band\"}]},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"delivery\": \"FREE delivery Apr 16 - 17\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"delivery\": \"FREE delivery Apr 17 - 21 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"delivery\": \"$3.99 delivery Apr 21 - 22\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []}],\n\"saved_items\": [{\"title\": \"HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A\", \"asin\": \"B09PY33NHB\", \"options\": [{\"Color\": \"Blue\"}]},\n{\"asin\": \"B09PY33NHB\", \"options\": []},\n{\"title\": \"Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"0521337399\", \"options\": []},\n{\"title\": \"The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback\", \"asin\": \"B00ZT21NMI\", \"options\": []},\n{\"title\": \"Software psychology: Human factors in computer and information systems (Winthrop computer systems series)\", \"asin\": \"0876268165\", \"options\": []},\n{\"title\": \"Outdoor Research Men's Sureshot Pro Gloves, Black, L\", \"asin\": \"B0CBLBPX5P\", \"options\": []},\n{\"title\": \"THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)\", \"asin\": \"B01M1L2NRL\", \"options\": [{\"Style\": \"T300RS GT Racing Wheel\"}]},\n{\"title\": \"CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)\", \"asin\": \"B011ANDC78\", \"options\": [{\"Size\": \"16 Fl Oz (Pack of 2)\"}]},\n{\"title\": \"CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)\", \"asin\": \"B0949SFXBD\", \"options\": [{\"Style\": \"Tool Only\"}, {\"Pattern Name\": \"Blower\"}]},\n{\"title\": \"Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes\", \"asin\": \"B019V1PW5G\", \"options\": [{\"Color\": \"Titanium\"}, {\"Size\": \"1\"}]},\n{\"title\": \"Giro Isode MIPS Cycling Helmet - Men's Matte White\", \"asin\": \"B07HQ6GKWB\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T05:33:18.279Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Apple AirTag 4 pack. Keep track of and find your keys, wallet, luggage, backpack, and more. Simple one-tap set up with iPhone or iPad", "asin": "B0D54JZTHY", "price": "$79.98", "quantity": ""},
{"title": "TP-Link AC1200 WiFi Extender, 2024 Wirecutter Best WiFi Extender, 1.2Gbps home signal booster, Dual Band 5GHz/2.4GHz, Covers Up to 1500 Sq.ft and 30 Devices ,support Onemesh, One Ethernet Port (RE315)", "asin": "B08RHD97QY", "price": "$22.99", "quantity": ""},
{"title": "napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey", "asin": "/promo/A1EZVNC348XU3Q", "price": "$15.86", "quantity": ""},
{"title": "Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA", "asin": "B0051U7W32", "price": "$14.99", "quantity": ""},
{"title": "TP-Link TL-SG105, 5 Port Gigabit Unmanaged Ethernet Switch, Network Hub, Ethernet Splitter, Plug & Play, Fanless Metal Design, Shielded Ports, Traffic Optimization,Navy Blue", "asin": "B00A128S24", "price": "$13.95", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "/promo/A2B03WHRGZ9NU4", "price": "$6.99", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs - Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V6Y38G", "price": "$19.95", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs \u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V61JC8", "price": "$19.95", "quantity": ""},
{"title": "Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine", "asin": "1614275025", "price": "$9.95", "quantity": ""},
{"title": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$48.73", "quantity": ""},
{"title": "Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0C36J49YZ", "price": "$29.00", "quantity": ""},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00", "quantity": ""},
{"title": "An Introduction to Cybernetics", "asin": "1614277656", "price": "$12.95", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "quantity": ""}],
"active_items": [{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Gray"}, {"Size": "1 Count (Pack of 1)"}]},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 7, 6.5Gbps"}]},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "delivery": "FREE delivery Wed, Apr 16 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "delivery": "FREE delivery Apr 16 - 17", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE delivery Apr 17 - 21 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "delivery": "$3.99 delivery Apr 21 - 22", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:33:18.279Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T05:33:18.279Z
|
purchase
|
B0C36K8SJJ, B07PRG2CQY
|
rule
|
2025-04-13T05:33:18.279Z
|
purchase
|
B0C36K8SJJ, B07PRG2CQY
|
train
| 344 |
2025-04-13T05:33:18.279Z
|
purchase
|
B0C36K8SJJ, B07PRG2CQY
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Apple AirTag 4 pack. Keep track of and find your keys, wallet, luggage, backpack, and more. Simple one-tap set up with iPhone or iPad", "asin": "B0D54JZTHY", "price": "$79.98", "quantity": ""},
{"title": "TP-Link AC1200 WiFi Extender, 2024 Wirecutter Best WiFi Extender, 1.2Gbps home signal booster, Dual Band 5GHz/2.4GHz, Covers Up to 1500 Sq.ft and 30 Devices ,support Onemesh, One Ethernet Port (RE315)", "asin": "B08RHD97QY", "price": "$22.99", "quantity": ""},
{"title": "napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey", "asin": "/promo/A1EZVNC348XU3Q", "price": "$15.86", "quantity": ""},
{"title": "Mack's Ultra Soft Foam Earplugs, 50 Pair - 33dB Highest NRR, Comfortable Ear Plugs for Sleeping, Snoring, Travel, Concerts, Studying, Loud Noise, Work | Made in USA", "asin": "B0051U7W32", "price": "$14.99", "quantity": ""},
{"title": "TP-Link TL-SG105, 5 Port Gigabit Unmanaged Ethernet Switch, Network Hub, Ethernet Splitter, Plug & Play, Fanless Metal Design, Shielded Ports, Traffic Optimization,Navy Blue", "asin": "B00A128S24", "price": "$13.95", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "/promo/A2B03WHRGZ9NU4", "price": "$6.99", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs - Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V6Y38G", "price": "$19.95", "quantity": ""},
{"title": "Loop Quiet 2 Ear Plugs \u2013 Ultra-Comfy Reusable Noise-Reducing Earplugs for Sleep, Deep Focus, Travel, Noise Sensitivity | Flexible Hearing Protection | Customizable Fit | 24dB (SNR) Noise Reduction", "asin": "B0D3V61JC8", "price": "$19.95", "quantity": ""},
{"title": "Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine", "asin": "1614275025", "price": "$9.95", "quantity": ""},
{"title": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$48.73", "quantity": ""},
{"title": "Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0C36J49YZ", "price": "$29.00", "quantity": ""},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00", "quantity": ""},
{"title": "An Introduction to Cybernetics", "asin": "1614277656", "price": "$12.95", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "quantity": ""}],
"active_items": [{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Gray"}, {"Size": "1 Count (Pack of 1)"}]},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 7, 6.5Gbps"}]},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "delivery": "FREE delivery Wed, Apr 16 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "delivery": "FREE delivery Apr 16 - 17", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE delivery Apr 17 - 21 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "delivery": "$3.99 delivery Apr 21 - 22", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "Two-Day FREE delivery Mon, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:33:18.279Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:46.070Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:50:58.581Z\", \"action\": \"purchase\", \"action_argument\": \"B09NVPJ9ZG\"}\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.371Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.389Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.721Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.739Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:18.279Z\", \"action\": \"purchase\", \"action_argument\": \"B0C36K8SJJ, B07PRG2CQY\"}\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\": \"manta sleep mask\"}],\n\"cart_items\": [{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"quantity\": \"1\"},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$33.36\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Manta Sleep\\nMask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\\n1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$35.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work\\n1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$85.00\", \"quantity\": \"\"},\n{\"title\": \"MZOO\\nSleep Eye Mask for Side Sleeper Men Women, Zero Eye Pressure 3D Sleeping Mask, Light Blocking Patented Design Night Blindfold, Soft Eye Shade Cover for Travel, Black\\n1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"LitBear\\nSleep Mask for Side Sleeper Women Men, Eye Mask for Sleeping Light Blocking, 3D Contoured Cup Sleeping Mask, Soft Breathable Sleep Eye Mask with Adjustable Elastic Strap for Flight Nap\\n1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Pure Silk Sleep Mask [100% 6A Mulberry Silk, 22 Momme] Light Blocking Travel Essentials. Eye Masks for Sleeping. Black Oeko-Tex Blindfold. Eye Covers for Men & Women\\n1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"YIVIEW\\nSleep Mask for Side Sleeper, Complete Light Blocking 3D Sleeping Eye Mask, Soft Breathable Eye Cover for Women Men, Relaxing Zero Pressure Night Blindfold\\n1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Manta Sleep\\nMask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\\n1 Count (Pack of 1)\", \"asin\": \"B07PRG2CQY\", \"price\": \"$35.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work\\n1 Count (Pack of 1)\", \"asin\": \"B0C36K8SJJ\", \"price\": \"$85.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Slim Sleep Mask - Ultra-Lightweight Blackout Eye Mask, Slim Elastic Head Band Comfort Design, Zero Pressure Eye Mask, Infinitely Adjustable Eye Cups, Perfect for Side Sleepers\\n1 Count (Pack of 1)\", \"asin\": \"B08661DWZR\", \"price\": \"$35.00\", \"quantity\": \"\"},\n{\"title\": \"Ostrichpillow Eye Mask, Sleep Mask for Men Women 100% Blackout, No Pressure On Eyes, Soft & Breathable, Adjustable Fit, Travel Bag Included\\n1 Count (Pack of 1)\", \"asin\": \"B09KLVZ88T\", \"price\": \"$45.00\", \"quantity\": \"\"},\n{\"title\": \"MZOO\\nSleep Eye Mask for Side Sleeper Men Women, Zero Eye Pressure 3D Sleeping Mask, Light Blocking Patented Design Night Blindfold, Soft Eye Shade Cover for Travel, Black\\n1 Count (Pack of 1)\", \"asin\": \"B07KC5DWCC\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief\\n1 Count (Pack of 1)\", \"asin\": \"B0865RLTXB\", \"price\": \"$45.00\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\", \"asin\": \"B07PRG2CQY\"},\n{\"title\": \"Manta Steam Sleep Mask - Microwave Warm Eye Compress for Dry Eyes, Sinus & Migraine Relief \\u2013 Zero Eye Pressure Moist Heat Mask for Puffy Eyes, Irritation, and Eye Strain Therapy\", \"asin\": \"B0865KJ1QR\"},\n{\"title\": \"Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief\", \"asin\": \"B0865RLTXB\"}],\n\"search_results\": [{\"title\": \"Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\", \"asin\": \"B07PRG2CQY\", \"price\": \"$35.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work\", \"asin\": \"B0C36K8SJJ\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Manta Slim Sleep Mask - Ultra-Lightweight Blackout Eye Mask, Slim Elastic Head Band Comfort Design, Zero Pressure Eye Mask, Infinitely Adjustable Eye Cups, Perfect for Side Sleepers\", \"asin\": \"B08661DWZR\", \"price\": \"$35.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief\", \"asin\": \"B0865RLTXB\", \"price\": \"$45.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Eye Mask for Side Sleeper Men Women, Zero Eye Pressure 3D Sleeping Mask, Light Blocking Patented Design Night Blindfold, Soft Eye Shade Cover for Travel, Black\", \"asin\": \"B07KC5DWCC\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\", \"asin\": \"B07PRG2CQY\", \"price\": \"$35.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work\", \"asin\": \"B0C36K8SJJ\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask\", \"asin\": \"B0D8M5MDCS\", \"price\": \"$69.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Manta Slim Sleep Mask - Ultra-Lightweight Blackout Eye Mask, Slim Elastic Head Band Comfort Design, Zero Pressure Eye Mask, Infinitely Adjustable Eye Cups, Perfect for Side Sleepers\", \"asin\": \"B08661DWZR\", \"price\": \"$35.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Eye Mask for Side Sleeper Men Women, Zero Eye Pressure 3D Sleeping Mask, Light Blocking Patented Design Night Blindfold, Soft Eye Shade Cover for Travel, Black\", \"asin\": \"B07KC5DWCC\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Manta Original Eye Cups - 100% Total Blackout Sleep Masks, Zero Eye Pressure, Soft & Comfy for Sleeping in Any Positions, Infinitely Adjustable, Perfect for Deep Rest, Naps, Travel\", \"asin\": \"B09Z2QPCMG\", \"price\": \"$23.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Ostrichpillow Eye Mask, Sleep Mask for Men Women 100% Blackout, No Pressure On Eyes, Soft & Breathable, Adjustable Fit, Travel Bag Included\", \"asin\": \"B09KLVZ88T\", \"price\": \"$45.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Therabody Sleep Mask Ultra-Comfortable, 100% Blackout Sleep Eye Mask with Gentle Eye Massager Vibration for Stress Relief, Headache Relief & Self Care - Facial Massager for Women & Men\", \"asin\": \"B0DD1MQPD8\", \"price\": \"$99.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Deep Sleep Mask Light Blocking, 23 Momme Mulberry Silk Eye Mask, Ultra Soft, Adjustable - Travel Sleeping Mask for Men & Women - Olive\", \"asin\": \"B0CBPBH1HS\", \"price\": \"$45.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Headphones, Sleep Mask with Bluetooth Headphones, Ventilated Fabric, Adjustable Fit, 100% Blackout 3D Contoured Eye Cups, Sleeping Headphones for Side Sleepers\", \"asin\": \"B0DMTDG23J\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"100% Blackout Sleep Eye Mask for Women Men, Zero Pressure Sleeping Mask - Ergonomic Design 3D Cutout Eye Movement and Eyelash Friendly Night Blindfold, Ultra Soft Comfortable for Sleeping\", \"asin\": \"B0CRYX3FCZ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief\", \"asin\": \"B0865RLTXB\", \"price\": \"$45.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Eye Mask for Men Women, Lash Extensions 3D Sleeping Mask, Travel Blackout Night Blindfold Eye Shade Cover with Adjustable Strap (Black-3D)\", \"asin\": \"B095C7H62X\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Headphones, 3D Sleep Mask Bluetooth Wireless Music Eye Mask, Sleeping Headphones for Side Sleepers Sleep Mask with Bluetooth Headphones Ultra-Thin Stereo Speakers Perfect for Sleeping\", \"asin\": \"B07T6FNLQV\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Silk Weighted Sleep Mask | Sound-Muffling Blindfold for Deep Sleep | Mulberry Silk Eye Mask with Rose Quartz Crystal | Relaxation & Tranquillity Mask\", \"asin\": \"B0CDFFCCZ6\", \"price\": \"$78.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Manta Original Eye Cups - 100% Total Blackout Sleep Masks, Zero Eye Pressure, Soft & Comfy for Sleeping in Any Positions, Infinitely Adjustable, Perfect for Deep Rest, Naps, Travel\", \"asin\": \"B09Z2QPCMG\", \"price\": \"$23.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Mask for Side Sleeper Women Men, Eye Mask for Sleeping Light Blocking, 3D Contoured Cup Sleeping Mask, Soft Breathable Sleep Eye Mask with Adjustable Elastic Strap for Flight Nap\", \"asin\": \"B09H7FZ5JM\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief\", \"asin\": \"B0C36J49YZ\", \"price\": \"$29.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Manta Steam Eye Cups - Near-Total Blackout Heated Eye Cups with No Eye Pressure, Natural Gentle Steam Eye Cups for Migraine Headaches, Rest, Sleep, Dry Eye Steam Mask, Puffy Eyes & Sinus Relief\", \"asin\": \"B0C36JC3ZZ\", \"price\": \"$29.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Manta Original Head Strap - Mix & Matchable Head Strap for Any Manta Sleep Masks, Durable, Soft & Breathable Materials, Adjustable Fit for Men and Women, Perfect for Sleeping, Naps, Travel, Deep Rest\", \"asin\": \"B09Z2PGJ96\", \"price\": \"$23.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Mask for Side Sleeper 3 Pack, Blackout 3D Eye Mask for Sleeping, Night Blindfold for Men Women\", \"asin\": \"B0832GKW4Q\", \"price\": \"$9.49\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Mask for Back and Side Sleeper, Block Out Light, Sleeping Eye Mask of 3D Night Blindfold, Zero Pressure Ultralight Travel Eye Cover Black\", \"asin\": \"B085NPHBLT\", \"price\": \"$5.39\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Mask for Side Sleeper Women Men, Eye Mask for Sleeping Light Blocking, 3D Contoured Cup Sleeping Mask, Soft Breathable Sleep Eye Mask with Adjustable Elastic Strap for Flight Nap\", \"asin\": \"B09H7FZ5JM\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Mask for Men Women: Blackout Eye Masks for Sleep - 3D Breathable Soft Comfortable Eye Mask for Travel - Adjustable Light Blocking Night Masks for Sleeping\", \"asin\": \"B09712FSLY\", \"price\": \"$14.43\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Eye Mask, Sleep Mask for Back and Side Sleepers, 100% Light-Blocking, Adjustable Strap, Brown\", \"asin\": \"B0CVX7ZSPG\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Manta Kids Sleep Mask - Comfy & Cute Blackout Sleeping Mask with Adjustable Eye Cups, Soft & Breathable Machine Washable Kids Eye Mask for Girls, Boys, Toddler Aged 6+ (Arctic Blue)\", \"asin\": \"B0CZS9YSQX\", \"price\": \"$29.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Mask for Side Sleeper, Complete Light Blocking 3D Sleeping Eye Mask, Soft Breathable Eye Cover for Women Men, Relaxing Zero Pressure Night Blindfold\", \"asin\": \"B07Q6WLX5J\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Manta Steam Sleep Mask - Microwave Warm Eye Compress for Dry Eyes, Sinus & Migraine Relief \\u2013 Zero Eye Pressure Moist Heat Mask for Puffy Eyes, Irritation, and Eye Strain Therapy\", \"asin\": \"B0865KJ1QR\", \"price\": \"$45.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"3D Advanced Eye Mask for Sleeping,Soft and Lightweight Sleep mask\\uff0cSleep Eye Mask for Men Women\\uff0clash Sleeping mask for lash Extensions (Black)\", \"asin\": \"B0DD72MHXQ\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Organic Silk Sleep Mask Cool Super Smooth Eye Cover Genuine Mulberry Silk Face Skin Care, Soft Filling, Lightweight for Home or Travel Use (Original Black, Flat)\", \"asin\": \"B07L91H64N\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Mask + Cooling Gel Relief - Sleep Eye Mask Blackout Blindfold Cold - 3D Contoured Relaxing No Pressure Eye Cover to Block Light for Comfortable Soothing Night Sleeping/Men & Women\", \"asin\": \"B0C9KNWMY6\", \"price\": \"$24.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"3D Contoured Sleep Mask with Bluetooth Headphones, Eye Masks for Sleep, Sleeping Headphones, Sleeping Mask with Ultra-Thin Stereo Speakers for Men, Women, Tech Gifts - Black\", \"asin\": \"B0DJ57G238\", \"price\": \"$32.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Eye Mask, Sleep Eye mask for Back and Side Sleepers, 100% Light-Blocking Sleep Eye mask, Zero Eye Pressure, 3D Contoured Design, Manta Sleep mask, Breathable Soft Eye mask(Light Blue)\", \"asin\": \"B0CVXLS31T\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Blackout Weighted Eye Mask for Sleeping: 3D Contoured Sleep Mask for Men Women - Light Blocking Eyelash Free Adjustable Strap - Airplane Travel Nap Fatigue Relief Night Shift Business Style Black\", \"asin\": \"B0D2CWXT32\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Headphones Bluetooth 5.4 Headband Sleeping Eye Mask for Mom Women Men Wireless Music Earbuds Earphones for Side Sleepers Built-in HD Speakers Cool Gadgets Unique Gifts\", \"asin\": \"B08S2WXBP8\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Silk Sleep Mask for Side Sleeper, Eye Mask Sleeping for Women Men 100% 22 Momme Pure Mulberry Silk, Face-Hugging Padded Silk Eye Cover for Sleeping with Adjustable Band (Pink)\", \"asin\": \"B0BN559GVG\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Mask - Eye Masks for Sleep - 100% Blackout Sleeping Mask for Women, Men & Side Sleepers - 3D Sleeping Eye Mask for Zero Eye Pressure - Award Winning Design, Eyelash Friendly & Breathable\", \"asin\": \"B09CZ68WV3\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Eye Mask for Men Women, 3D Zero Intraocular Pressure Design,100% Light Blocking Sleeping,Suitable for use with cpap,Exquisite Travel Storage Box\\uff08Black\\uff09\", \"asin\": \"B0DMD4LLXQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Mask for Side Sleeper, Eye Mask for Sleeping Women Men, 3D Contoured Cup No Eye Pressure 100% Light Blocking Sleeping Mask with Adjustable Strap Night Blindfold Flight, Travel, Nap, Black\", \"asin\": \"B09XTVHMQ1\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cotton Sleep Mask - Updated Design Light Blocking Sleep Eye Mask, Soft and Comfortable Night Sleeping Mask for Men Women, Eye Blinder for Travel/Sleeping, Includes Travel Pouch, Grey\", \"asin\": \"B07D3M5TTZ\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Silk Sleep Mask. Face-Hugging, Padded Silk Cocoon for Luxury Sleep in Total Darkness. (Sunset Pink)\", \"asin\": \"B08NHF4HCS\", \"price\": \"$79.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Weighted Sleep Mask, Women Men 3D Blocking Lights Sleeping Mask (4.2oz/120g), Pressure Relief Night Sleep Eye Mask with Adjustable Strap, Eye Cover Blindfold for Travel Nap Yoga, Black\", \"asin\": \"B09C5PD9VD\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Mask Memory Foam Contoured Eye Cups for Women and Men, Soft 3D Blackout Eye Mask for Sleeping No Pressure on Eyelids and Eyelashes Protection, Earplugs Set, Black\", \"asin\": \"B07CPWZSZN\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Portable FSA/HSA Eligible Eye Massager with Heat and Vibration-4 Soothing Modes for Compression Massage to Help Reduce Puffy and Dry Eyes-Rechargeable Heated Migraine Mask with Bluetooth Music\", \"asin\": \"B08HJYSL3Q\", \"price\": \"$55.24\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"3D Eye Mask Sleep Mask for Men & Women, Ultra Comfort 100% Pressure-Free & 100% Light Block-Out Eye Mask for Sleep with Easy Adjustable Strap, Night Eye Cover for Travel, Black\", \"asin\": \"B0DJNSZ8VW\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Mask, 2 Pack 100% Real Natural Pure Silk Eye Masks with Adjustable Strap for Sleeping, Mulberry Silk Eye Sleep Shade Cover, Block Light Reduces Puffy Eyes Traveling Gifts\", \"asin\": \"B08817H6HS\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Mask for Side Sleeper, Light Blocking Sleeping Eye Mask for Women Men, 3D Contoured Cup Night Blindfold, Luxury Eye Cover Eyeshade with Adjustable Strap for Travel, Nap, Black\", \"asin\": \"B07HVRNXZQ\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Eye Mask, Sleep Eye mask for Back and Side Sleepers,3D Design, 100% Light-Blocking, Zero Eye Pressure, Manta Sleep mask Design, Breathable Soft Eye mask, Eye Mask for Travel, Gift Box(Grey)\", \"asin\": \"B0CVXLQDDL\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Mask Headphones Bluetooth Wireless 5.4, Breathable Cotton Eye Mask for Sleeping Side Sleepers Travel Music Headsets with Microphone Handsfree Men Women\", \"asin\": \"B0CKDZM4HH\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"3D Mulberry Silk Sleep Mask for Women & Men with Cups, Blackout - Silk Eye Masks for Sleep Anywhere, Travel, Night, Face, Side - Eye Cover, Sleeping Mask, Eyemask, Sleepmask, Black\", \"asin\": \"B0DKNBDQ4S\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Contoured Sleep Mask for Side Sleepers - 100% Light Blocking, Soft and No Pressure on Eyes - Blindfold for Travel, Nap, Yoga\", \"asin\": \"B0BXKZH8SN\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Mask - Modal Material Eye Mask for Sleeping, Ultra Soft and Skin Friendly Full Eye Covers for Women/Men, Perfect Light Blocking Sleeping Mask for Travel Yoga Nap, Fully Adjustable Strap\", \"asin\": \"B07LG4K19C\", \"price\": \"$10.19\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Heated Eye Mask Cordless for Dry Eyes, FSA/HSA Eligible 3D Sleep Mask No Pressure, Warm Eye Compress with Temperature, Timer Control for Sleeping Stye Eye Relax Meditation Travel Women Men\", \"asin\": \"B0C1RXXCB6\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Silk Sleep Mask - Silk Eye Sleeping Mask for Women & Men for Total Blackout - Silk Eye Mask - 100% Pure Mulberry Silk, 22 Momme 6a Fibers - Blindfold Silk Sleep Mask Side Sleeper Eye Cover\", \"asin\": \"B0BFDGC7CC\", \"price\": \"$27.87\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Headphones, Sleep Mask with Bluetooth Headphones, Ventilated Fabric, Adjustable Fit, 100% Blackout 3D Contoured Eye Cups, Sleeping Headphones for Side Sleepers\", \"asin\": \"B0DMTDG23J\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T05:33:47.937Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
<|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": "manta sleep mask"}],
"cart_items": [{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": "1"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$33.36", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"promotion_items": [{"title": "Manta Sleep\nMask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\n1 Count (Pack of 1)", "asin": "", "price": "$35.00", "quantity": ""},
{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work\n1 Count (Pack of 1)", "asin": "", "price": "$85.00", "quantity": ""},
{"title": "MZOO\nSleep Eye Mask for Side Sleeper Men Women, Zero Eye Pressure 3D Sleeping Mask, Light Blocking Patented Design Night Blindfold, Soft Eye Shade Cover for Travel, Black\n1 Count (Pack of 1)", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "LitBear\nSleep Mask for Side Sleeper Women Men, Eye Mask for Sleeping Light Blocking, 3D Contoured Cup Sleeping Mask, Soft Breathable Sleep Eye Mask with Adjustable Elastic Strap for Flight Nap\n1 Count (Pack of 1)", "asin": "", "price": "$15.99", "quantity": ""},
{"title": "Pure Silk Sleep Mask [100% 6A Mulberry Silk, 22 Momme] Light Blocking Travel Essentials. Eye Masks for Sleeping. Black Oeko-Tex Blindfold. Eye Covers for Men & Women\n1 Count (Pack of 1)", "asin": "", "price": "$29.95", "quantity": ""},
{"title": "YIVIEW\nSleep Mask for Side Sleeper, Complete Light Blocking 3D Sleeping Eye Mask, Soft Breathable Eye Cover for Women Men, Relaxing Zero Pressure Night Blindfold\n1 Count (Pack of 1)", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "Manta Sleep\nMask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\n1 Count (Pack of 1)", "asin": "B07PRG2CQY", "price": "$35.00", "quantity": ""},
{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work\n1 Count (Pack of 1)", "asin": "B0C36K8SJJ", "price": "$85.00", "quantity": ""},
{"title": "Manta Slim Sleep Mask - Ultra-Lightweight Blackout Eye Mask, Slim Elastic Head Band Comfort Design, Zero Pressure Eye Mask, Infinitely Adjustable Eye Cups, Perfect for Side Sleepers\n1 Count (Pack of 1)", "asin": "B08661DWZR", "price": "$35.00", "quantity": ""},
{"title": "Ostrichpillow Eye Mask, Sleep Mask for Men Women 100% Blackout, No Pressure On Eyes, Soft & Breathable, Adjustable Fit, Travel Bag Included\n1 Count (Pack of 1)", "asin": "B09KLVZ88T", "price": "$45.00", "quantity": ""},
{"title": "MZOO\nSleep Eye Mask for Side Sleeper Men Women, Zero Eye Pressure 3D Sleeping Mask, Light Blocking Patented Design Night Blindfold, Soft Eye Shade Cover for Travel, Black\n1 Count (Pack of 1)", "asin": "B07KC5DWCC", "price": "$19.99", "quantity": ""},
{"title": "Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief\n1 Count (Pack of 1)", "asin": "B0865RLTXB", "price": "$45.00", "quantity": ""}],
"ads": [{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY"},
{"title": "Manta Steam Sleep Mask - Microwave Warm Eye Compress for Dry Eyes, Sinus & Migraine Relief \u2013 Zero Eye Pressure Moist Heat Mask for Puffy Eyes, Irritation, and Eye Strain Therapy", "asin": "B0865KJ1QR"},
{"title": "Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0865RLTXB"}],
"search_results": [{"title": "Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "price": "$35.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "price": "$85.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Slim Sleep Mask - Ultra-Lightweight Blackout Eye Mask, Slim Elastic Head Band Comfort Design, Zero Pressure Eye Mask, Infinitely Adjustable Eye Cups, Perfect for Side Sleepers", "asin": "B08661DWZR", "price": "$35.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0865RLTXB", "price": "$45.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Eye Mask for Side Sleeper Men Women, Zero Eye Pressure 3D Sleeping Mask, Light Blocking Patented Design Night Blindfold, Soft Eye Shade Cover for Travel, Black", "asin": "B07KC5DWCC", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "price": "$35.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "price": "$85.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Slim Sleep Mask - Ultra-Lightweight Blackout Eye Mask, Slim Elastic Head Band Comfort Design, Zero Pressure Eye Mask, Infinitely Adjustable Eye Cups, Perfect for Side Sleepers", "asin": "B08661DWZR", "price": "$35.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Eye Mask for Side Sleeper Men Women, Zero Eye Pressure 3D Sleeping Mask, Light Blocking Patented Design Night Blindfold, Soft Eye Shade Cover for Travel, Black", "asin": "B07KC5DWCC", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Original Eye Cups - 100% Total Blackout Sleep Masks, Zero Eye Pressure, Soft & Comfy for Sleeping in Any Positions, Infinitely Adjustable, Perfect for Deep Rest, Naps, Travel", "asin": "B09Z2QPCMG", "price": "$23.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Ostrichpillow Eye Mask, Sleep Mask for Men Women 100% Blackout, No Pressure On Eyes, Soft & Breathable, Adjustable Fit, Travel Bag Included", "asin": "B09KLVZ88T", "price": "$45.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Therabody Sleep Mask Ultra-Comfortable, 100% Blackout Sleep Eye Mask with Gentle Eye Massager Vibration for Stress Relief, Headache Relief & Self Care - Facial Massager for Women & Men", "asin": "B0DD1MQPD8", "price": "$99.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Deep Sleep Mask Light Blocking, 23 Momme Mulberry Silk Eye Mask, Ultra Soft, Adjustable - Travel Sleeping Mask for Men & Women - Olive", "asin": "B0CBPBH1HS", "price": "$45.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Headphones, Sleep Mask with Bluetooth Headphones, Ventilated Fabric, Adjustable Fit, 100% Blackout 3D Contoured Eye Cups, Sleeping Headphones for Side Sleepers", "asin": "B0DMTDG23J", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "100% Blackout Sleep Eye Mask for Women Men, Zero Pressure Sleeping Mask - Ergonomic Design 3D Cutout Eye Movement and Eyelash Friendly Night Blindfold, Ultra Soft Comfortable for Sleeping", "asin": "B0CRYX3FCZ", "price": "$9.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0865RLTXB", "price": "$45.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Eye Mask for Men Women, Lash Extensions 3D Sleeping Mask, Travel Blackout Night Blindfold Eye Shade Cover with Adjustable Strap (Black-3D)", "asin": "B095C7H62X", "price": "$6.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Headphones, 3D Sleep Mask Bluetooth Wireless Music Eye Mask, Sleeping Headphones for Side Sleepers Sleep Mask with Bluetooth Headphones Ultra-Thin Stereo Speakers Perfect for Sleeping", "asin": "B07T6FNLQV", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Silk Weighted Sleep Mask | Sound-Muffling Blindfold for Deep Sleep | Mulberry Silk Eye Mask with Rose Quartz Crystal | Relaxation & Tranquillity Mask", "asin": "B0CDFFCCZ6", "price": "$78.00", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Manta Original Eye Cups - 100% Total Blackout Sleep Masks, Zero Eye Pressure, Soft & Comfy for Sleeping in Any Positions, Infinitely Adjustable, Perfect for Deep Rest, Naps, Travel", "asin": "B09Z2QPCMG", "price": "$23.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask for Side Sleeper Women Men, Eye Mask for Sleeping Light Blocking, 3D Contoured Cup Sleeping Mask, Soft Breathable Sleep Eye Mask with Adjustable Elastic Strap for Flight Nap", "asin": "B09H7FZ5JM", "price": "$15.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0C36J49YZ", "price": "$29.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Steam Eye Cups - Near-Total Blackout Heated Eye Cups with No Eye Pressure, Natural Gentle Steam Eye Cups for Migraine Headaches, Rest, Sleep, Dry Eye Steam Mask, Puffy Eyes & Sinus Relief", "asin": "B0C36JC3ZZ", "price": "$29.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Original Head Strap - Mix & Matchable Head Strap for Any Manta Sleep Masks, Durable, Soft & Breathable Materials, Adjustable Fit for Men and Women, Perfect for Sleeping, Naps, Travel, Deep Rest", "asin": "B09Z2PGJ96", "price": "$23.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask for Side Sleeper 3 Pack, Blackout 3D Eye Mask for Sleeping, Night Blindfold for Men Women", "asin": "B0832GKW4Q", "price": "$9.49", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask for Back and Side Sleeper, Block Out Light, Sleeping Eye Mask of 3D Night Blindfold, Zero Pressure Ultralight Travel Eye Cover Black", "asin": "B085NPHBLT", "price": "$5.39", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask for Side Sleeper Women Men, Eye Mask for Sleeping Light Blocking, 3D Contoured Cup Sleeping Mask, Soft Breathable Sleep Eye Mask with Adjustable Elastic Strap for Flight Nap", "asin": "B09H7FZ5JM", "price": "$15.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask for Men Women: Blackout Eye Masks for Sleep - 3D Breathable Soft Comfortable Eye Mask for Travel - Adjustable Light Blocking Night Masks for Sleeping", "asin": "B09712FSLY", "price": "$14.43", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Eye Mask, Sleep Mask for Back and Side Sleepers, 100% Light-Blocking, Adjustable Strap, Brown", "asin": "B0CVX7ZSPG", "price": "$4.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Kids Sleep Mask - Comfy & Cute Blackout Sleeping Mask with Adjustable Eye Cups, Soft & Breathable Machine Washable Kids Eye Mask for Girls, Boys, Toddler Aged 6+ (Arctic Blue)", "asin": "B0CZS9YSQX", "price": "$29.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask for Side Sleeper, Complete Light Blocking 3D Sleeping Eye Mask, Soft Breathable Eye Cover for Women Men, Relaxing Zero Pressure Night Blindfold", "asin": "B07Q6WLX5J", "price": "$9.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Steam Sleep Mask - Microwave Warm Eye Compress for Dry Eyes, Sinus & Migraine Relief \u2013 Zero Eye Pressure Moist Heat Mask for Puffy Eyes, Irritation, and Eye Strain Therapy", "asin": "B0865KJ1QR", "price": "$45.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "3D Advanced Eye Mask for Sleeping,Soft and Lightweight Sleep mask\uff0cSleep Eye Mask for Men Women\uff0clash Sleeping mask for lash Extensions (Black)", "asin": "B0DD72MHXQ", "price": "$4.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Organic Silk Sleep Mask Cool Super Smooth Eye Cover Genuine Mulberry Silk Face Skin Care, Soft Filling, Lightweight for Home or Travel Use (Original Black, Flat)", "asin": "B07L91H64N", "price": "$14.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask + Cooling Gel Relief - Sleep Eye Mask Blackout Blindfold Cold - 3D Contoured Relaxing No Pressure Eye Cover to Block Light for Comfortable Soothing Night Sleeping/Men & Women", "asin": "B0C9KNWMY6", "price": "$24.95", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "3D Contoured Sleep Mask with Bluetooth Headphones, Eye Masks for Sleep, Sleeping Headphones, Sleeping Mask with Ultra-Thin Stereo Speakers for Men, Women, Tech Gifts - Black", "asin": "B0DJ57G238", "price": "$32.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Eye Mask, Sleep Eye mask for Back and Side Sleepers, 100% Light-Blocking Sleep Eye mask, Zero Eye Pressure, 3D Contoured Design, Manta Sleep mask, Breathable Soft Eye mask(Light Blue)", "asin": "B0CVXLS31T", "price": "$4.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Blackout Weighted Eye Mask for Sleeping: 3D Contoured Sleep Mask for Men Women - Light Blocking Eyelash Free Adjustable Strap - Airplane Travel Nap Fatigue Relief Night Shift Business Style Black", "asin": "B0D2CWXT32", "price": "$9.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Headphones Bluetooth 5.4 Headband Sleeping Eye Mask for Mom Women Men Wireless Music Earbuds Earphones for Side Sleepers Built-in HD Speakers Cool Gadgets Unique Gifts", "asin": "B08S2WXBP8", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Silk Sleep Mask for Side Sleeper, Eye Mask Sleeping for Women Men 100% 22 Momme Pure Mulberry Silk, Face-Hugging Padded Silk Eye Cover for Sleeping with Adjustable Band (Pink)", "asin": "B0BN559GVG", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask - Eye Masks for Sleep - 100% Blackout Sleeping Mask for Women, Men & Side Sleepers - 3D Sleeping Eye Mask for Zero Eye Pressure - Award Winning Design, Eyelash Friendly & Breathable", "asin": "B09CZ68WV3", "price": "$12.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Eye Mask for Men Women, 3D Zero Intraocular Pressure Design,100% Light Blocking Sleeping,Suitable for use with cpap,Exquisite Travel Storage Box\uff08Black\uff09", "asin": "B0DMD4LLXQ", "price": "$9.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask for Side Sleeper, Eye Mask for Sleeping Women Men, 3D Contoured Cup No Eye Pressure 100% Light Blocking Sleeping Mask with Adjustable Strap Night Blindfold Flight, Travel, Nap, Black", "asin": "B09XTVHMQ1", "price": "$5.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Cotton Sleep Mask - Updated Design Light Blocking Sleep Eye Mask, Soft and Comfortable Night Sleeping Mask for Men Women, Eye Blinder for Travel/Sleeping, Includes Travel Pouch, Grey", "asin": "B07D3M5TTZ", "price": "$8.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Silk Sleep Mask. Face-Hugging, Padded Silk Cocoon for Luxury Sleep in Total Darkness. (Sunset Pink)", "asin": "B08NHF4HCS", "price": "$79.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Weighted Sleep Mask, Women Men 3D Blocking Lights Sleeping Mask (4.2oz/120g), Pressure Relief Night Sleep Eye Mask with Adjustable Strap, Eye Cover Blindfold for Travel Nap Yoga, Black", "asin": "B09C5PD9VD", "price": "$16.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask Memory Foam Contoured Eye Cups for Women and Men, Soft 3D Blackout Eye Mask for Sleeping No Pressure on Eyelids and Eyelashes Protection, Earplugs Set, Black", "asin": "B07CPWZSZN", "price": "$15.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Portable FSA/HSA Eligible Eye Massager with Heat and Vibration-4 Soothing Modes for Compression Massage to Help Reduce Puffy and Dry Eyes-Rechargeable Heated Migraine Mask with Bluetooth Music", "asin": "B08HJYSL3Q", "price": "$55.24", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "3D Eye Mask Sleep Mask for Men & Women, Ultra Comfort 100% Pressure-Free & 100% Light Block-Out Eye Mask for Sleep with Easy Adjustable Strap, Night Eye Cover for Travel, Black", "asin": "B0DJNSZ8VW", "price": "$5.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask, 2 Pack 100% Real Natural Pure Silk Eye Masks with Adjustable Strap for Sleeping, Mulberry Silk Eye Sleep Shade Cover, Block Light Reduces Puffy Eyes Traveling Gifts", "asin": "B08817H6HS", "price": "$8.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask for Side Sleeper, Light Blocking Sleeping Eye Mask for Women Men, 3D Contoured Cup Night Blindfold, Luxury Eye Cover Eyeshade with Adjustable Strap for Travel, Nap, Black", "asin": "B07HVRNXZQ", "price": "$7.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Eye Mask, Sleep Eye mask for Back and Side Sleepers,3D Design, 100% Light-Blocking, Zero Eye Pressure, Manta Sleep mask Design, Breathable Soft Eye mask, Eye Mask for Travel, Gift Box(Grey)", "asin": "B0CVXLQDDL", "price": "$4.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask Headphones Bluetooth Wireless 5.4, Breathable Cotton Eye Mask for Sleeping Side Sleepers Travel Music Headsets with Microphone Handsfree Men Women", "asin": "B0CKDZM4HH", "price": "$26.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "3D Mulberry Silk Sleep Mask for Women & Men with Cups, Blackout - Silk Eye Masks for Sleep Anywhere, Travel, Night, Face, Side - Eye Cover, Sleeping Mask, Eyemask, Sleepmask, Black", "asin": "B0DKNBDQ4S", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Contoured Sleep Mask for Side Sleepers - 100% Light Blocking, Soft and No Pressure on Eyes - Blindfold for Travel, Nap, Yoga", "asin": "B0BXKZH8SN", "price": "$15.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask - Modal Material Eye Mask for Sleeping, Ultra Soft and Skin Friendly Full Eye Covers for Women/Men, Perfect Light Blocking Sleeping Mask for Travel Yoga Nap, Fully Adjustable Strap", "asin": "B07LG4K19C", "price": "$10.19", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Heated Eye Mask Cordless for Dry Eyes, FSA/HSA Eligible 3D Sleep Mask No Pressure, Warm Eye Compress with Temperature, Timer Control for Sleeping Stye Eye Relax Meditation Travel Women Men", "asin": "B0C1RXXCB6", "price": "$35.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Silk Sleep Mask - Silk Eye Sleeping Mask for Women & Men for Total Blackout - Silk Eye Mask - 100% Pure Mulberry Silk, 22 Momme 6a Fibers - Blindfold Silk Sleep Mask Side Sleeper Eye Cover", "asin": "B0BFDGC7CC", "price": "$27.87", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Headphones, Sleep Mask with Bluetooth Headphones, Ventilated Fabric, Adjustable Fit, 100% Blackout 3D Contoured Eye Cups, Sleeping Headphones for Side Sleepers", "asin": "B0DMTDG23J", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:33:47.937Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T05:33:47.937Z
|
click
|
search
|
rule
|
2025-04-13T05:33:47.937Z
|
click
|
search
|
train
| 345 |
2025-04-13T05:33:47.937Z
|
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": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
<|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": "manta sleep mask"}],
"cart_items": [{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": "1"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$33.36", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"promotion_items": [{"title": "Manta Sleep\nMask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\n1 Count (Pack of 1)", "asin": "", "price": "$35.00", "quantity": ""},
{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work\n1 Count (Pack of 1)", "asin": "", "price": "$85.00", "quantity": ""},
{"title": "MZOO\nSleep Eye Mask for Side Sleeper Men Women, Zero Eye Pressure 3D Sleeping Mask, Light Blocking Patented Design Night Blindfold, Soft Eye Shade Cover for Travel, Black\n1 Count (Pack of 1)", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "LitBear\nSleep Mask for Side Sleeper Women Men, Eye Mask for Sleeping Light Blocking, 3D Contoured Cup Sleeping Mask, Soft Breathable Sleep Eye Mask with Adjustable Elastic Strap for Flight Nap\n1 Count (Pack of 1)", "asin": "", "price": "$15.99", "quantity": ""},
{"title": "Pure Silk Sleep Mask [100% 6A Mulberry Silk, 22 Momme] Light Blocking Travel Essentials. Eye Masks for Sleeping. Black Oeko-Tex Blindfold. Eye Covers for Men & Women\n1 Count (Pack of 1)", "asin": "", "price": "$29.95", "quantity": ""},
{"title": "YIVIEW\nSleep Mask for Side Sleeper, Complete Light Blocking 3D Sleeping Eye Mask, Soft Breathable Eye Cover for Women Men, Relaxing Zero Pressure Night Blindfold\n1 Count (Pack of 1)", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "Manta Sleep\nMask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\n1 Count (Pack of 1)", "asin": "B07PRG2CQY", "price": "$35.00", "quantity": ""},
{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work\n1 Count (Pack of 1)", "asin": "B0C36K8SJJ", "price": "$85.00", "quantity": ""},
{"title": "Manta Slim Sleep Mask - Ultra-Lightweight Blackout Eye Mask, Slim Elastic Head Band Comfort Design, Zero Pressure Eye Mask, Infinitely Adjustable Eye Cups, Perfect for Side Sleepers\n1 Count (Pack of 1)", "asin": "B08661DWZR", "price": "$35.00", "quantity": ""},
{"title": "Ostrichpillow Eye Mask, Sleep Mask for Men Women 100% Blackout, No Pressure On Eyes, Soft & Breathable, Adjustable Fit, Travel Bag Included\n1 Count (Pack of 1)", "asin": "B09KLVZ88T", "price": "$45.00", "quantity": ""},
{"title": "MZOO\nSleep Eye Mask for Side Sleeper Men Women, Zero Eye Pressure 3D Sleeping Mask, Light Blocking Patented Design Night Blindfold, Soft Eye Shade Cover for Travel, Black\n1 Count (Pack of 1)", "asin": "B07KC5DWCC", "price": "$19.99", "quantity": ""},
{"title": "Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief\n1 Count (Pack of 1)", "asin": "B0865RLTXB", "price": "$45.00", "quantity": ""}],
"ads": [{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY"},
{"title": "Manta Steam Sleep Mask - Microwave Warm Eye Compress for Dry Eyes, Sinus & Migraine Relief \u2013 Zero Eye Pressure Moist Heat Mask for Puffy Eyes, Irritation, and Eye Strain Therapy", "asin": "B0865KJ1QR"},
{"title": "Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0865RLTXB"}],
"search_results": [{"title": "Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "price": "$35.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "price": "$85.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Slim Sleep Mask - Ultra-Lightweight Blackout Eye Mask, Slim Elastic Head Band Comfort Design, Zero Pressure Eye Mask, Infinitely Adjustable Eye Cups, Perfect for Side Sleepers", "asin": "B08661DWZR", "price": "$35.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0865RLTXB", "price": "$45.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Eye Mask for Side Sleeper Men Women, Zero Eye Pressure 3D Sleeping Mask, Light Blocking Patented Design Night Blindfold, Soft Eye Shade Cover for Travel, Black", "asin": "B07KC5DWCC", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "price": "$35.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "price": "$85.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Slim Sleep Mask - Ultra-Lightweight Blackout Eye Mask, Slim Elastic Head Band Comfort Design, Zero Pressure Eye Mask, Infinitely Adjustable Eye Cups, Perfect for Side Sleepers", "asin": "B08661DWZR", "price": "$35.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Eye Mask for Side Sleeper Men Women, Zero Eye Pressure 3D Sleeping Mask, Light Blocking Patented Design Night Blindfold, Soft Eye Shade Cover for Travel, Black", "asin": "B07KC5DWCC", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Original Eye Cups - 100% Total Blackout Sleep Masks, Zero Eye Pressure, Soft & Comfy for Sleeping in Any Positions, Infinitely Adjustable, Perfect for Deep Rest, Naps, Travel", "asin": "B09Z2QPCMG", "price": "$23.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Ostrichpillow Eye Mask, Sleep Mask for Men Women 100% Blackout, No Pressure On Eyes, Soft & Breathable, Adjustable Fit, Travel Bag Included", "asin": "B09KLVZ88T", "price": "$45.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Therabody Sleep Mask Ultra-Comfortable, 100% Blackout Sleep Eye Mask with Gentle Eye Massager Vibration for Stress Relief, Headache Relief & Self Care - Facial Massager for Women & Men", "asin": "B0DD1MQPD8", "price": "$99.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Deep Sleep Mask Light Blocking, 23 Momme Mulberry Silk Eye Mask, Ultra Soft, Adjustable - Travel Sleeping Mask for Men & Women - Olive", "asin": "B0CBPBH1HS", "price": "$45.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Headphones, Sleep Mask with Bluetooth Headphones, Ventilated Fabric, Adjustable Fit, 100% Blackout 3D Contoured Eye Cups, Sleeping Headphones for Side Sleepers", "asin": "B0DMTDG23J", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "100% Blackout Sleep Eye Mask for Women Men, Zero Pressure Sleeping Mask - Ergonomic Design 3D Cutout Eye Movement and Eyelash Friendly Night Blindfold, Ultra Soft Comfortable for Sleeping", "asin": "B0CRYX3FCZ", "price": "$9.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0865RLTXB", "price": "$45.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Eye Mask for Men Women, Lash Extensions 3D Sleeping Mask, Travel Blackout Night Blindfold Eye Shade Cover with Adjustable Strap (Black-3D)", "asin": "B095C7H62X", "price": "$6.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Headphones, 3D Sleep Mask Bluetooth Wireless Music Eye Mask, Sleeping Headphones for Side Sleepers Sleep Mask with Bluetooth Headphones Ultra-Thin Stereo Speakers Perfect for Sleeping", "asin": "B07T6FNLQV", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Silk Weighted Sleep Mask | Sound-Muffling Blindfold for Deep Sleep | Mulberry Silk Eye Mask with Rose Quartz Crystal | Relaxation & Tranquillity Mask", "asin": "B0CDFFCCZ6", "price": "$78.00", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Manta Original Eye Cups - 100% Total Blackout Sleep Masks, Zero Eye Pressure, Soft & Comfy for Sleeping in Any Positions, Infinitely Adjustable, Perfect for Deep Rest, Naps, Travel", "asin": "B09Z2QPCMG", "price": "$23.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask for Side Sleeper Women Men, Eye Mask for Sleeping Light Blocking, 3D Contoured Cup Sleeping Mask, Soft Breathable Sleep Eye Mask with Adjustable Elastic Strap for Flight Nap", "asin": "B09H7FZ5JM", "price": "$15.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0C36J49YZ", "price": "$29.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Steam Eye Cups - Near-Total Blackout Heated Eye Cups with No Eye Pressure, Natural Gentle Steam Eye Cups for Migraine Headaches, Rest, Sleep, Dry Eye Steam Mask, Puffy Eyes & Sinus Relief", "asin": "B0C36JC3ZZ", "price": "$29.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Original Head Strap - Mix & Matchable Head Strap for Any Manta Sleep Masks, Durable, Soft & Breathable Materials, Adjustable Fit for Men and Women, Perfect for Sleeping, Naps, Travel, Deep Rest", "asin": "B09Z2PGJ96", "price": "$23.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask for Side Sleeper 3 Pack, Blackout 3D Eye Mask for Sleeping, Night Blindfold for Men Women", "asin": "B0832GKW4Q", "price": "$9.49", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask for Back and Side Sleeper, Block Out Light, Sleeping Eye Mask of 3D Night Blindfold, Zero Pressure Ultralight Travel Eye Cover Black", "asin": "B085NPHBLT", "price": "$5.39", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask for Side Sleeper Women Men, Eye Mask for Sleeping Light Blocking, 3D Contoured Cup Sleeping Mask, Soft Breathable Sleep Eye Mask with Adjustable Elastic Strap for Flight Nap", "asin": "B09H7FZ5JM", "price": "$15.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask for Men Women: Blackout Eye Masks for Sleep - 3D Breathable Soft Comfortable Eye Mask for Travel - Adjustable Light Blocking Night Masks for Sleeping", "asin": "B09712FSLY", "price": "$14.43", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Eye Mask, Sleep Mask for Back and Side Sleepers, 100% Light-Blocking, Adjustable Strap, Brown", "asin": "B0CVX7ZSPG", "price": "$4.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Kids Sleep Mask - Comfy & Cute Blackout Sleeping Mask with Adjustable Eye Cups, Soft & Breathable Machine Washable Kids Eye Mask for Girls, Boys, Toddler Aged 6+ (Arctic Blue)", "asin": "B0CZS9YSQX", "price": "$29.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask for Side Sleeper, Complete Light Blocking 3D Sleeping Eye Mask, Soft Breathable Eye Cover for Women Men, Relaxing Zero Pressure Night Blindfold", "asin": "B07Q6WLX5J", "price": "$9.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Steam Sleep Mask - Microwave Warm Eye Compress for Dry Eyes, Sinus & Migraine Relief \u2013 Zero Eye Pressure Moist Heat Mask for Puffy Eyes, Irritation, and Eye Strain Therapy", "asin": "B0865KJ1QR", "price": "$45.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "3D Advanced Eye Mask for Sleeping,Soft and Lightweight Sleep mask\uff0cSleep Eye Mask for Men Women\uff0clash Sleeping mask for lash Extensions (Black)", "asin": "B0DD72MHXQ", "price": "$4.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Organic Silk Sleep Mask Cool Super Smooth Eye Cover Genuine Mulberry Silk Face Skin Care, Soft Filling, Lightweight for Home or Travel Use (Original Black, Flat)", "asin": "B07L91H64N", "price": "$14.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask + Cooling Gel Relief - Sleep Eye Mask Blackout Blindfold Cold - 3D Contoured Relaxing No Pressure Eye Cover to Block Light for Comfortable Soothing Night Sleeping/Men & Women", "asin": "B0C9KNWMY6", "price": "$24.95", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "3D Contoured Sleep Mask with Bluetooth Headphones, Eye Masks for Sleep, Sleeping Headphones, Sleeping Mask with Ultra-Thin Stereo Speakers for Men, Women, Tech Gifts - Black", "asin": "B0DJ57G238", "price": "$32.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Eye Mask, Sleep Eye mask for Back and Side Sleepers, 100% Light-Blocking Sleep Eye mask, Zero Eye Pressure, 3D Contoured Design, Manta Sleep mask, Breathable Soft Eye mask(Light Blue)", "asin": "B0CVXLS31T", "price": "$4.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Blackout Weighted Eye Mask for Sleeping: 3D Contoured Sleep Mask for Men Women - Light Blocking Eyelash Free Adjustable Strap - Airplane Travel Nap Fatigue Relief Night Shift Business Style Black", "asin": "B0D2CWXT32", "price": "$9.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Headphones Bluetooth 5.4 Headband Sleeping Eye Mask for Mom Women Men Wireless Music Earbuds Earphones for Side Sleepers Built-in HD Speakers Cool Gadgets Unique Gifts", "asin": "B08S2WXBP8", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Silk Sleep Mask for Side Sleeper, Eye Mask Sleeping for Women Men 100% 22 Momme Pure Mulberry Silk, Face-Hugging Padded Silk Eye Cover for Sleeping with Adjustable Band (Pink)", "asin": "B0BN559GVG", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask - Eye Masks for Sleep - 100% Blackout Sleeping Mask for Women, Men & Side Sleepers - 3D Sleeping Eye Mask for Zero Eye Pressure - Award Winning Design, Eyelash Friendly & Breathable", "asin": "B09CZ68WV3", "price": "$12.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Eye Mask for Men Women, 3D Zero Intraocular Pressure Design,100% Light Blocking Sleeping,Suitable for use with cpap,Exquisite Travel Storage Box\uff08Black\uff09", "asin": "B0DMD4LLXQ", "price": "$9.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask for Side Sleeper, Eye Mask for Sleeping Women Men, 3D Contoured Cup No Eye Pressure 100% Light Blocking Sleeping Mask with Adjustable Strap Night Blindfold Flight, Travel, Nap, Black", "asin": "B09XTVHMQ1", "price": "$5.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Cotton Sleep Mask - Updated Design Light Blocking Sleep Eye Mask, Soft and Comfortable Night Sleeping Mask for Men Women, Eye Blinder for Travel/Sleeping, Includes Travel Pouch, Grey", "asin": "B07D3M5TTZ", "price": "$8.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Silk Sleep Mask. Face-Hugging, Padded Silk Cocoon for Luxury Sleep in Total Darkness. (Sunset Pink)", "asin": "B08NHF4HCS", "price": "$79.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Weighted Sleep Mask, Women Men 3D Blocking Lights Sleeping Mask (4.2oz/120g), Pressure Relief Night Sleep Eye Mask with Adjustable Strap, Eye Cover Blindfold for Travel Nap Yoga, Black", "asin": "B09C5PD9VD", "price": "$16.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask Memory Foam Contoured Eye Cups for Women and Men, Soft 3D Blackout Eye Mask for Sleeping No Pressure on Eyelids and Eyelashes Protection, Earplugs Set, Black", "asin": "B07CPWZSZN", "price": "$15.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Portable FSA/HSA Eligible Eye Massager with Heat and Vibration-4 Soothing Modes for Compression Massage to Help Reduce Puffy and Dry Eyes-Rechargeable Heated Migraine Mask with Bluetooth Music", "asin": "B08HJYSL3Q", "price": "$55.24", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "3D Eye Mask Sleep Mask for Men & Women, Ultra Comfort 100% Pressure-Free & 100% Light Block-Out Eye Mask for Sleep with Easy Adjustable Strap, Night Eye Cover for Travel, Black", "asin": "B0DJNSZ8VW", "price": "$5.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask, 2 Pack 100% Real Natural Pure Silk Eye Masks with Adjustable Strap for Sleeping, Mulberry Silk Eye Sleep Shade Cover, Block Light Reduces Puffy Eyes Traveling Gifts", "asin": "B08817H6HS", "price": "$8.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask for Side Sleeper, Light Blocking Sleeping Eye Mask for Women Men, 3D Contoured Cup Night Blindfold, Luxury Eye Cover Eyeshade with Adjustable Strap for Travel, Nap, Black", "asin": "B07HVRNXZQ", "price": "$7.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Eye Mask, Sleep Eye mask for Back and Side Sleepers,3D Design, 100% Light-Blocking, Zero Eye Pressure, Manta Sleep mask Design, Breathable Soft Eye mask, Eye Mask for Travel, Gift Box(Grey)", "asin": "B0CVXLQDDL", "price": "$4.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask Headphones Bluetooth Wireless 5.4, Breathable Cotton Eye Mask for Sleeping Side Sleepers Travel Music Headsets with Microphone Handsfree Men Women", "asin": "B0CKDZM4HH", "price": "$26.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "3D Mulberry Silk Sleep Mask for Women & Men with Cups, Blackout - Silk Eye Masks for Sleep Anywhere, Travel, Night, Face, Side - Eye Cover, Sleeping Mask, Eyemask, Sleepmask, Black", "asin": "B0DKNBDQ4S", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Contoured Sleep Mask for Side Sleepers - 100% Light Blocking, Soft and No Pressure on Eyes - Blindfold for Travel, Nap, Yoga", "asin": "B0BXKZH8SN", "price": "$15.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask - Modal Material Eye Mask for Sleeping, Ultra Soft and Skin Friendly Full Eye Covers for Women/Men, Perfect Light Blocking Sleeping Mask for Travel Yoga Nap, Fully Adjustable Strap", "asin": "B07LG4K19C", "price": "$10.19", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Heated Eye Mask Cordless for Dry Eyes, FSA/HSA Eligible 3D Sleep Mask No Pressure, Warm Eye Compress with Temperature, Timer Control for Sleeping Stye Eye Relax Meditation Travel Women Men", "asin": "B0C1RXXCB6", "price": "$35.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Silk Sleep Mask - Silk Eye Sleeping Mask for Women & Men for Total Blackout - Silk Eye Mask - 100% Pure Mulberry Silk, 22 Momme 6a Fibers - Blindfold Silk Sleep Mask Side Sleeper Eye Cover", "asin": "B0BFDGC7CC", "price": "$27.87", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Headphones, Sleep Mask with Bluetooth Headphones, Ventilated Fabric, Adjustable Fit, 100% Blackout 3D Contoured Eye Cups, Sleeping Headphones for Side Sleepers", "asin": "B0DMTDG23J", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:33:47.937Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:46.070Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:50:58.581Z\", \"action\": \"purchase\", \"action_argument\": \"B09NVPJ9ZG\"}\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.371Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.389Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.721Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.739Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:18.279Z\", \"action\": \"purchase\", \"action_argument\": \"B0C36K8SJJ, B07PRG2CQY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"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\": \"wifi 6e router\"}],\n\"cart_items\": [{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"quantity\": \"1\"},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$33.36\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Manta Sleep\\nMask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\\n1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$35.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work\\n1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$85.00\", \"quantity\": \"\"},\n{\"title\": \"MZOO\\nSleep Eye Mask for Side Sleeper Men Women, Zero Eye Pressure 3D Sleeping Mask, Light Blocking Patented Design Night Blindfold, Soft Eye Shade Cover for Travel, Black\\n1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"LitBear\\nSleep Mask for Side Sleeper Women Men, Eye Mask for Sleeping Light Blocking, 3D Contoured Cup Sleeping Mask, Soft Breathable Sleep Eye Mask with Adjustable Elastic Strap for Flight Nap\\n1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Pure Silk Sleep Mask [100% 6A Mulberry Silk, 22 Momme] Light Blocking Travel Essentials. Eye Masks for Sleeping. Black Oeko-Tex Blindfold. Eye Covers for Men & Women\\n1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"YIVIEW\\nSleep Mask for Side Sleeper, Complete Light Blocking 3D Sleeping Eye Mask, Soft Breathable Eye Cover for Women Men, Relaxing Zero Pressure Night Blindfold\\n1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Manta Sleep\\nMask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\\n1 Count (Pack of 1)\", \"asin\": \"B07PRG2CQY\", \"price\": \"$35.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work\\n1 Count (Pack of 1)\", \"asin\": \"B0C36K8SJJ\", \"price\": \"$85.00\", \"quantity\": \"\"},\n{\"title\": \"Manta Slim Sleep Mask - Ultra-Lightweight Blackout Eye Mask, Slim Elastic Head Band Comfort Design, Zero Pressure Eye Mask, Infinitely Adjustable Eye Cups, Perfect for Side Sleepers\\n1 Count (Pack of 1)\", \"asin\": \"B08661DWZR\", \"price\": \"$35.00\", \"quantity\": \"\"},\n{\"title\": \"Ostrichpillow Eye Mask, Sleep Mask for Men Women 100% Blackout, No Pressure On Eyes, Soft & Breathable, Adjustable Fit, Travel Bag Included\\n1 Count (Pack of 1)\", \"asin\": \"B09KLVZ88T\", \"price\": \"$45.00\", \"quantity\": \"\"},\n{\"title\": \"MZOO\\nSleep Eye Mask for Side Sleeper Men Women, Zero Eye Pressure 3D Sleeping Mask, Light Blocking Patented Design Night Blindfold, Soft Eye Shade Cover for Travel, Black\\n1 Count (Pack of 1)\", \"asin\": \"B07KC5DWCC\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief\\n1 Count (Pack of 1)\", \"asin\": \"B0865RLTXB\", \"price\": \"$45.00\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\", \"asin\": \"B07PRG2CQY\"},\n{\"title\": \"Manta Steam Sleep Mask - Microwave Warm Eye Compress for Dry Eyes, Sinus & Migraine Relief \\u2013 Zero Eye Pressure Moist Heat Mask for Puffy Eyes, Irritation, and Eye Strain Therapy\", \"asin\": \"B0865KJ1QR\"},\n{\"title\": \"Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief\", \"asin\": \"B0865RLTXB\"}],\n\"search_results\": [{\"title\": \"Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\", \"asin\": \"B07PRG2CQY\", \"price\": \"$35.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work\", \"asin\": \"B0C36K8SJJ\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Manta Slim Sleep Mask - Ultra-Lightweight Blackout Eye Mask, Slim Elastic Head Band Comfort Design, Zero Pressure Eye Mask, Infinitely Adjustable Eye Cups, Perfect for Side Sleepers\", \"asin\": \"B08661DWZR\", \"price\": \"$35.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief\", \"asin\": \"B0865RLTXB\", \"price\": \"$45.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Eye Mask for Side Sleeper Men Women, Zero Eye Pressure 3D Sleeping Mask, Light Blocking Patented Design Night Blindfold, Soft Eye Shade Cover for Travel, Black\", \"asin\": \"B07KC5DWCC\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\", \"asin\": \"B07PRG2CQY\", \"price\": \"$35.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work\", \"asin\": \"B0C36K8SJJ\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask\", \"asin\": \"B0D8M5MDCS\", \"price\": \"$69.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Manta Slim Sleep Mask - Ultra-Lightweight Blackout Eye Mask, Slim Elastic Head Band Comfort Design, Zero Pressure Eye Mask, Infinitely Adjustable Eye Cups, Perfect for Side Sleepers\", \"asin\": \"B08661DWZR\", \"price\": \"$35.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Eye Mask for Side Sleeper Men Women, Zero Eye Pressure 3D Sleeping Mask, Light Blocking Patented Design Night Blindfold, Soft Eye Shade Cover for Travel, Black\", \"asin\": \"B07KC5DWCC\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Manta Original Eye Cups - 100% Total Blackout Sleep Masks, Zero Eye Pressure, Soft & Comfy for Sleeping in Any Positions, Infinitely Adjustable, Perfect for Deep Rest, Naps, Travel\", \"asin\": \"B09Z2QPCMG\", \"price\": \"$23.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Ostrichpillow Eye Mask, Sleep Mask for Men Women 100% Blackout, No Pressure On Eyes, Soft & Breathable, Adjustable Fit, Travel Bag Included\", \"asin\": \"B09KLVZ88T\", \"price\": \"$45.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Therabody Sleep Mask Ultra-Comfortable, 100% Blackout Sleep Eye Mask with Gentle Eye Massager Vibration for Stress Relief, Headache Relief & Self Care - Facial Massager for Women & Men\", \"asin\": \"B0DD1MQPD8\", \"price\": \"$99.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Deep Sleep Mask Light Blocking, 23 Momme Mulberry Silk Eye Mask, Ultra Soft, Adjustable - Travel Sleeping Mask for Men & Women - Olive\", \"asin\": \"B0CBPBH1HS\", \"price\": \"$45.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Headphones, Sleep Mask with Bluetooth Headphones, Ventilated Fabric, Adjustable Fit, 100% Blackout 3D Contoured Eye Cups, Sleeping Headphones for Side Sleepers\", \"asin\": \"B0DMTDG23J\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"100% Blackout Sleep Eye Mask for Women Men, Zero Pressure Sleeping Mask - Ergonomic Design 3D Cutout Eye Movement and Eyelash Friendly Night Blindfold, Ultra Soft Comfortable for Sleeping\", \"asin\": \"B0CRYX3FCZ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief\", \"asin\": \"B0865RLTXB\", \"price\": \"$45.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Eye Mask for Men Women, Lash Extensions 3D Sleeping Mask, Travel Blackout Night Blindfold Eye Shade Cover with Adjustable Strap (Black-3D)\", \"asin\": \"B095C7H62X\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Headphones, 3D Sleep Mask Bluetooth Wireless Music Eye Mask, Sleeping Headphones for Side Sleepers Sleep Mask with Bluetooth Headphones Ultra-Thin Stereo Speakers Perfect for Sleeping\", \"asin\": \"B07T6FNLQV\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Silk Weighted Sleep Mask | Sound-Muffling Blindfold for Deep Sleep | Mulberry Silk Eye Mask with Rose Quartz Crystal | Relaxation & Tranquillity Mask\", \"asin\": \"B0CDFFCCZ6\", \"price\": \"$78.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Manta Original Eye Cups - 100% Total Blackout Sleep Masks, Zero Eye Pressure, Soft & Comfy for Sleeping in Any Positions, Infinitely Adjustable, Perfect for Deep Rest, Naps, Travel\", \"asin\": \"B09Z2QPCMG\", \"price\": \"$23.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Mask for Side Sleeper Women Men, Eye Mask for Sleeping Light Blocking, 3D Contoured Cup Sleeping Mask, Soft Breathable Sleep Eye Mask with Adjustable Elastic Strap for Flight Nap\", \"asin\": \"B09H7FZ5JM\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief\", \"asin\": \"B0C36J49YZ\", \"price\": \"$29.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Manta Steam Eye Cups - Near-Total Blackout Heated Eye Cups with No Eye Pressure, Natural Gentle Steam Eye Cups for Migraine Headaches, Rest, Sleep, Dry Eye Steam Mask, Puffy Eyes & Sinus Relief\", \"asin\": \"B0C36JC3ZZ\", \"price\": \"$29.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Manta Original Head Strap - Mix & Matchable Head Strap for Any Manta Sleep Masks, Durable, Soft & Breathable Materials, Adjustable Fit for Men and Women, Perfect for Sleeping, Naps, Travel, Deep Rest\", \"asin\": \"B09Z2PGJ96\", \"price\": \"$23.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Mask for Side Sleeper 3 Pack, Blackout 3D Eye Mask for Sleeping, Night Blindfold for Men Women\", \"asin\": \"B0832GKW4Q\", \"price\": \"$9.49\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Mask for Back and Side Sleeper, Block Out Light, Sleeping Eye Mask of 3D Night Blindfold, Zero Pressure Ultralight Travel Eye Cover Black\", \"asin\": \"B085NPHBLT\", \"price\": \"$5.39\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Mask for Side Sleeper Women Men, Eye Mask for Sleeping Light Blocking, 3D Contoured Cup Sleeping Mask, Soft Breathable Sleep Eye Mask with Adjustable Elastic Strap for Flight Nap\", \"asin\": \"B09H7FZ5JM\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Mask for Men Women: Blackout Eye Masks for Sleep - 3D Breathable Soft Comfortable Eye Mask for Travel - Adjustable Light Blocking Night Masks for Sleeping\", \"asin\": \"B09712FSLY\", \"price\": \"$14.43\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Eye Mask, Sleep Mask for Back and Side Sleepers, 100% Light-Blocking, Adjustable Strap, Brown\", \"asin\": \"B0CVX7ZSPG\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Manta Kids Sleep Mask - Comfy & Cute Blackout Sleeping Mask with Adjustable Eye Cups, Soft & Breathable Machine Washable Kids Eye Mask for Girls, Boys, Toddler Aged 6+ (Arctic Blue)\", \"asin\": \"B0CZS9YSQX\", \"price\": \"$29.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Mask for Side Sleeper, Complete Light Blocking 3D Sleeping Eye Mask, Soft Breathable Eye Cover for Women Men, Relaxing Zero Pressure Night Blindfold\", \"asin\": \"B07Q6WLX5J\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Manta Steam Sleep Mask - Microwave Warm Eye Compress for Dry Eyes, Sinus & Migraine Relief \\u2013 Zero Eye Pressure Moist Heat Mask for Puffy Eyes, Irritation, and Eye Strain Therapy\", \"asin\": \"B0865KJ1QR\", \"price\": \"$45.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"3D Advanced Eye Mask for Sleeping,Soft and Lightweight Sleep mask\\uff0cSleep Eye Mask for Men Women\\uff0clash Sleeping mask for lash Extensions (Black)\", \"asin\": \"B0DD72MHXQ\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Organic Silk Sleep Mask Cool Super Smooth Eye Cover Genuine Mulberry Silk Face Skin Care, Soft Filling, Lightweight for Home or Travel Use (Original Black, Flat)\", \"asin\": \"B07L91H64N\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Mask + Cooling Gel Relief - Sleep Eye Mask Blackout Blindfold Cold - 3D Contoured Relaxing No Pressure Eye Cover to Block Light for Comfortable Soothing Night Sleeping/Men & Women\", \"asin\": \"B0C9KNWMY6\", \"price\": \"$24.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"3D Contoured Sleep Mask with Bluetooth Headphones, Eye Masks for Sleep, Sleeping Headphones, Sleeping Mask with Ultra-Thin Stereo Speakers for Men, Women, Tech Gifts - Black\", \"asin\": \"B0DJ57G238\", \"price\": \"$32.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Eye Mask, Sleep Eye mask for Back and Side Sleepers, 100% Light-Blocking Sleep Eye mask, Zero Eye Pressure, 3D Contoured Design, Manta Sleep mask, Breathable Soft Eye mask(Light Blue)\", \"asin\": \"B0CVXLS31T\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Blackout Weighted Eye Mask for Sleeping: 3D Contoured Sleep Mask for Men Women - Light Blocking Eyelash Free Adjustable Strap - Airplane Travel Nap Fatigue Relief Night Shift Business Style Black\", \"asin\": \"B0D2CWXT32\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Headphones Bluetooth 5.4 Headband Sleeping Eye Mask for Mom Women Men Wireless Music Earbuds Earphones for Side Sleepers Built-in HD Speakers Cool Gadgets Unique Gifts\", \"asin\": \"B08S2WXBP8\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Silk Sleep Mask for Side Sleeper, Eye Mask Sleeping for Women Men 100% 22 Momme Pure Mulberry Silk, Face-Hugging Padded Silk Eye Cover for Sleeping with Adjustable Band (Pink)\", \"asin\": \"B0BN559GVG\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Mask - Eye Masks for Sleep - 100% Blackout Sleeping Mask for Women, Men & Side Sleepers - 3D Sleeping Eye Mask for Zero Eye Pressure - Award Winning Design, Eyelash Friendly & Breathable\", \"asin\": \"B09CZ68WV3\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Eye Mask for Men Women, 3D Zero Intraocular Pressure Design,100% Light Blocking Sleeping,Suitable for use with cpap,Exquisite Travel Storage Box\\uff08Black\\uff09\", \"asin\": \"B0DMD4LLXQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Mask for Side Sleeper, Eye Mask for Sleeping Women Men, 3D Contoured Cup No Eye Pressure 100% Light Blocking Sleeping Mask with Adjustable Strap Night Blindfold Flight, Travel, Nap, Black\", \"asin\": \"B09XTVHMQ1\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cotton Sleep Mask - Updated Design Light Blocking Sleep Eye Mask, Soft and Comfortable Night Sleeping Mask for Men Women, Eye Blinder for Travel/Sleeping, Includes Travel Pouch, Grey\", \"asin\": \"B07D3M5TTZ\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Silk Sleep Mask. Face-Hugging, Padded Silk Cocoon for Luxury Sleep in Total Darkness. (Sunset Pink)\", \"asin\": \"B08NHF4HCS\", \"price\": \"$79.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Weighted Sleep Mask, Women Men 3D Blocking Lights Sleeping Mask (4.2oz/120g), Pressure Relief Night Sleep Eye Mask with Adjustable Strap, Eye Cover Blindfold for Travel Nap Yoga, Black\", \"asin\": \"B09C5PD9VD\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Mask Memory Foam Contoured Eye Cups for Women and Men, Soft 3D Blackout Eye Mask for Sleeping No Pressure on Eyelids and Eyelashes Protection, Earplugs Set, Black\", \"asin\": \"B07CPWZSZN\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Portable FSA/HSA Eligible Eye Massager with Heat and Vibration-4 Soothing Modes for Compression Massage to Help Reduce Puffy and Dry Eyes-Rechargeable Heated Migraine Mask with Bluetooth Music\", \"asin\": \"B08HJYSL3Q\", \"price\": \"$55.24\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"3D Eye Mask Sleep Mask for Men & Women, Ultra Comfort 100% Pressure-Free & 100% Light Block-Out Eye Mask for Sleep with Easy Adjustable Strap, Night Eye Cover for Travel, Black\", \"asin\": \"B0DJNSZ8VW\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Mask, 2 Pack 100% Real Natural Pure Silk Eye Masks with Adjustable Strap for Sleeping, Mulberry Silk Eye Sleep Shade Cover, Block Light Reduces Puffy Eyes Traveling Gifts\", \"asin\": \"B08817H6HS\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Mask for Side Sleeper, Light Blocking Sleeping Eye Mask for Women Men, 3D Contoured Cup Night Blindfold, Luxury Eye Cover Eyeshade with Adjustable Strap for Travel, Nap, Black\", \"asin\": \"B07HVRNXZQ\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Eye Mask, Sleep Eye mask for Back and Side Sleepers,3D Design, 100% Light-Blocking, Zero Eye Pressure, Manta Sleep mask Design, Breathable Soft Eye mask, Eye Mask for Travel, Gift Box(Grey)\", \"asin\": \"B0CVXLQDDL\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Mask Headphones Bluetooth Wireless 5.4, Breathable Cotton Eye Mask for Sleeping Side Sleepers Travel Music Headsets with Microphone Handsfree Men Women\", \"asin\": \"B0CKDZM4HH\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"3D Mulberry Silk Sleep Mask for Women & Men with Cups, Blackout - Silk Eye Masks for Sleep Anywhere, Travel, Night, Face, Side - Eye Cover, Sleeping Mask, Eyemask, Sleepmask, Black\", \"asin\": \"B0DKNBDQ4S\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Contoured Sleep Mask for Side Sleepers - 100% Light Blocking, Soft and No Pressure on Eyes - Blindfold for Travel, Nap, Yoga\", \"asin\": \"B0BXKZH8SN\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Mask - Modal Material Eye Mask for Sleeping, Ultra Soft and Skin Friendly Full Eye Covers for Women/Men, Perfect Light Blocking Sleeping Mask for Travel Yoga Nap, Fully Adjustable Strap\", \"asin\": \"B07LG4K19C\", \"price\": \"$10.19\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Heated Eye Mask Cordless for Dry Eyes, FSA/HSA Eligible 3D Sleep Mask No Pressure, Warm Eye Compress with Temperature, Timer Control for Sleeping Stye Eye Relax Meditation Travel Women Men\", \"asin\": \"B0C1RXXCB6\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Silk Sleep Mask - Silk Eye Sleeping Mask for Women & Men for Total Blackout - Silk Eye Mask - 100% Pure Mulberry Silk, 22 Momme 6a Fibers - Blindfold Silk Sleep Mask Side Sleeper Eye Cover\", \"asin\": \"B0BFDGC7CC\", \"price\": \"$27.87\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Sleep Headphones, Sleep Mask with Bluetooth Headphones, Ventilated Fabric, Adjustable Fit, 100% Blackout 3D Contoured Eye Cups, Sleeping Headphones for Side Sleepers\", \"asin\": \"B0DMTDG23J\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T05:33:51.388Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:33:47.937Z", "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": "wifi 6e router"}],
"cart_items": [{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": "1"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$33.36", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"promotion_items": [{"title": "Manta Sleep\nMask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\n1 Count (Pack of 1)", "asin": "", "price": "$35.00", "quantity": ""},
{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work\n1 Count (Pack of 1)", "asin": "", "price": "$85.00", "quantity": ""},
{"title": "MZOO\nSleep Eye Mask for Side Sleeper Men Women, Zero Eye Pressure 3D Sleeping Mask, Light Blocking Patented Design Night Blindfold, Soft Eye Shade Cover for Travel, Black\n1 Count (Pack of 1)", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "LitBear\nSleep Mask for Side Sleeper Women Men, Eye Mask for Sleeping Light Blocking, 3D Contoured Cup Sleeping Mask, Soft Breathable Sleep Eye Mask with Adjustable Elastic Strap for Flight Nap\n1 Count (Pack of 1)", "asin": "", "price": "$15.99", "quantity": ""},
{"title": "Pure Silk Sleep Mask [100% 6A Mulberry Silk, 22 Momme] Light Blocking Travel Essentials. Eye Masks for Sleeping. Black Oeko-Tex Blindfold. Eye Covers for Men & Women\n1 Count (Pack of 1)", "asin": "", "price": "$29.95", "quantity": ""},
{"title": "YIVIEW\nSleep Mask for Side Sleeper, Complete Light Blocking 3D Sleeping Eye Mask, Soft Breathable Eye Cover for Women Men, Relaxing Zero Pressure Night Blindfold\n1 Count (Pack of 1)", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "Manta Sleep\nMask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\n1 Count (Pack of 1)", "asin": "B07PRG2CQY", "price": "$35.00", "quantity": ""},
{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work\n1 Count (Pack of 1)", "asin": "B0C36K8SJJ", "price": "$85.00", "quantity": ""},
{"title": "Manta Slim Sleep Mask - Ultra-Lightweight Blackout Eye Mask, Slim Elastic Head Band Comfort Design, Zero Pressure Eye Mask, Infinitely Adjustable Eye Cups, Perfect for Side Sleepers\n1 Count (Pack of 1)", "asin": "B08661DWZR", "price": "$35.00", "quantity": ""},
{"title": "Ostrichpillow Eye Mask, Sleep Mask for Men Women 100% Blackout, No Pressure On Eyes, Soft & Breathable, Adjustable Fit, Travel Bag Included\n1 Count (Pack of 1)", "asin": "B09KLVZ88T", "price": "$45.00", "quantity": ""},
{"title": "MZOO\nSleep Eye Mask for Side Sleeper Men Women, Zero Eye Pressure 3D Sleeping Mask, Light Blocking Patented Design Night Blindfold, Soft Eye Shade Cover for Travel, Black\n1 Count (Pack of 1)", "asin": "B07KC5DWCC", "price": "$19.99", "quantity": ""},
{"title": "Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief\n1 Count (Pack of 1)", "asin": "B0865RLTXB", "price": "$45.00", "quantity": ""}],
"ads": [{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY"},
{"title": "Manta Steam Sleep Mask - Microwave Warm Eye Compress for Dry Eyes, Sinus & Migraine Relief \u2013 Zero Eye Pressure Moist Heat Mask for Puffy Eyes, Irritation, and Eye Strain Therapy", "asin": "B0865KJ1QR"},
{"title": "Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0865RLTXB"}],
"search_results": [{"title": "Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "price": "$35.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "price": "$85.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Slim Sleep Mask - Ultra-Lightweight Blackout Eye Mask, Slim Elastic Head Band Comfort Design, Zero Pressure Eye Mask, Infinitely Adjustable Eye Cups, Perfect for Side Sleepers", "asin": "B08661DWZR", "price": "$35.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0865RLTXB", "price": "$45.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Eye Mask for Side Sleeper Men Women, Zero Eye Pressure 3D Sleeping Mask, Light Blocking Patented Design Night Blindfold, Soft Eye Shade Cover for Travel, Black", "asin": "B07KC5DWCC", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "price": "$35.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "price": "$85.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Slim Sleep Mask - Ultra-Lightweight Blackout Eye Mask, Slim Elastic Head Band Comfort Design, Zero Pressure Eye Mask, Infinitely Adjustable Eye Cups, Perfect for Side Sleepers", "asin": "B08661DWZR", "price": "$35.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Eye Mask for Side Sleeper Men Women, Zero Eye Pressure 3D Sleeping Mask, Light Blocking Patented Design Night Blindfold, Soft Eye Shade Cover for Travel, Black", "asin": "B07KC5DWCC", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Original Eye Cups - 100% Total Blackout Sleep Masks, Zero Eye Pressure, Soft & Comfy for Sleeping in Any Positions, Infinitely Adjustable, Perfect for Deep Rest, Naps, Travel", "asin": "B09Z2QPCMG", "price": "$23.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Ostrichpillow Eye Mask, Sleep Mask for Men Women 100% Blackout, No Pressure On Eyes, Soft & Breathable, Adjustable Fit, Travel Bag Included", "asin": "B09KLVZ88T", "price": "$45.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Therabody Sleep Mask Ultra-Comfortable, 100% Blackout Sleep Eye Mask with Gentle Eye Massager Vibration for Stress Relief, Headache Relief & Self Care - Facial Massager for Women & Men", "asin": "B0DD1MQPD8", "price": "$99.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Deep Sleep Mask Light Blocking, 23 Momme Mulberry Silk Eye Mask, Ultra Soft, Adjustable - Travel Sleeping Mask for Men & Women - Olive", "asin": "B0CBPBH1HS", "price": "$45.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Headphones, Sleep Mask with Bluetooth Headphones, Ventilated Fabric, Adjustable Fit, 100% Blackout 3D Contoured Eye Cups, Sleeping Headphones for Side Sleepers", "asin": "B0DMTDG23J", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "100% Blackout Sleep Eye Mask for Women Men, Zero Pressure Sleeping Mask - Ergonomic Design 3D Cutout Eye Movement and Eyelash Friendly Night Blindfold, Ultra Soft Comfortable for Sleeping", "asin": "B0CRYX3FCZ", "price": "$9.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0865RLTXB", "price": "$45.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Eye Mask for Men Women, Lash Extensions 3D Sleeping Mask, Travel Blackout Night Blindfold Eye Shade Cover with Adjustable Strap (Black-3D)", "asin": "B095C7H62X", "price": "$6.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Headphones, 3D Sleep Mask Bluetooth Wireless Music Eye Mask, Sleeping Headphones for Side Sleepers Sleep Mask with Bluetooth Headphones Ultra-Thin Stereo Speakers Perfect for Sleeping", "asin": "B07T6FNLQV", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Silk Weighted Sleep Mask | Sound-Muffling Blindfold for Deep Sleep | Mulberry Silk Eye Mask with Rose Quartz Crystal | Relaxation & Tranquillity Mask", "asin": "B0CDFFCCZ6", "price": "$78.00", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Manta Original Eye Cups - 100% Total Blackout Sleep Masks, Zero Eye Pressure, Soft & Comfy for Sleeping in Any Positions, Infinitely Adjustable, Perfect for Deep Rest, Naps, Travel", "asin": "B09Z2QPCMG", "price": "$23.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask for Side Sleeper Women Men, Eye Mask for Sleeping Light Blocking, 3D Contoured Cup Sleeping Mask, Soft Breathable Sleep Eye Mask with Adjustable Elastic Strap for Flight Nap", "asin": "B09H7FZ5JM", "price": "$15.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0C36J49YZ", "price": "$29.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Steam Eye Cups - Near-Total Blackout Heated Eye Cups with No Eye Pressure, Natural Gentle Steam Eye Cups for Migraine Headaches, Rest, Sleep, Dry Eye Steam Mask, Puffy Eyes & Sinus Relief", "asin": "B0C36JC3ZZ", "price": "$29.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Original Head Strap - Mix & Matchable Head Strap for Any Manta Sleep Masks, Durable, Soft & Breathable Materials, Adjustable Fit for Men and Women, Perfect for Sleeping, Naps, Travel, Deep Rest", "asin": "B09Z2PGJ96", "price": "$23.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask for Side Sleeper 3 Pack, Blackout 3D Eye Mask for Sleeping, Night Blindfold for Men Women", "asin": "B0832GKW4Q", "price": "$9.49", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask for Back and Side Sleeper, Block Out Light, Sleeping Eye Mask of 3D Night Blindfold, Zero Pressure Ultralight Travel Eye Cover Black", "asin": "B085NPHBLT", "price": "$5.39", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask for Side Sleeper Women Men, Eye Mask for Sleeping Light Blocking, 3D Contoured Cup Sleeping Mask, Soft Breathable Sleep Eye Mask with Adjustable Elastic Strap for Flight Nap", "asin": "B09H7FZ5JM", "price": "$15.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask for Men Women: Blackout Eye Masks for Sleep - 3D Breathable Soft Comfortable Eye Mask for Travel - Adjustable Light Blocking Night Masks for Sleeping", "asin": "B09712FSLY", "price": "$14.43", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Eye Mask, Sleep Mask for Back and Side Sleepers, 100% Light-Blocking, Adjustable Strap, Brown", "asin": "B0CVX7ZSPG", "price": "$4.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Kids Sleep Mask - Comfy & Cute Blackout Sleeping Mask with Adjustable Eye Cups, Soft & Breathable Machine Washable Kids Eye Mask for Girls, Boys, Toddler Aged 6+ (Arctic Blue)", "asin": "B0CZS9YSQX", "price": "$29.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask for Side Sleeper, Complete Light Blocking 3D Sleeping Eye Mask, Soft Breathable Eye Cover for Women Men, Relaxing Zero Pressure Night Blindfold", "asin": "B07Q6WLX5J", "price": "$9.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Steam Sleep Mask - Microwave Warm Eye Compress for Dry Eyes, Sinus & Migraine Relief \u2013 Zero Eye Pressure Moist Heat Mask for Puffy Eyes, Irritation, and Eye Strain Therapy", "asin": "B0865KJ1QR", "price": "$45.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "3D Advanced Eye Mask for Sleeping,Soft and Lightweight Sleep mask\uff0cSleep Eye Mask for Men Women\uff0clash Sleeping mask for lash Extensions (Black)", "asin": "B0DD72MHXQ", "price": "$4.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Organic Silk Sleep Mask Cool Super Smooth Eye Cover Genuine Mulberry Silk Face Skin Care, Soft Filling, Lightweight for Home or Travel Use (Original Black, Flat)", "asin": "B07L91H64N", "price": "$14.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask + Cooling Gel Relief - Sleep Eye Mask Blackout Blindfold Cold - 3D Contoured Relaxing No Pressure Eye Cover to Block Light for Comfortable Soothing Night Sleeping/Men & Women", "asin": "B0C9KNWMY6", "price": "$24.95", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "3D Contoured Sleep Mask with Bluetooth Headphones, Eye Masks for Sleep, Sleeping Headphones, Sleeping Mask with Ultra-Thin Stereo Speakers for Men, Women, Tech Gifts - Black", "asin": "B0DJ57G238", "price": "$32.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Eye Mask, Sleep Eye mask for Back and Side Sleepers, 100% Light-Blocking Sleep Eye mask, Zero Eye Pressure, 3D Contoured Design, Manta Sleep mask, Breathable Soft Eye mask(Light Blue)", "asin": "B0CVXLS31T", "price": "$4.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Blackout Weighted Eye Mask for Sleeping: 3D Contoured Sleep Mask for Men Women - Light Blocking Eyelash Free Adjustable Strap - Airplane Travel Nap Fatigue Relief Night Shift Business Style Black", "asin": "B0D2CWXT32", "price": "$9.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Headphones Bluetooth 5.4 Headband Sleeping Eye Mask for Mom Women Men Wireless Music Earbuds Earphones for Side Sleepers Built-in HD Speakers Cool Gadgets Unique Gifts", "asin": "B08S2WXBP8", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Silk Sleep Mask for Side Sleeper, Eye Mask Sleeping for Women Men 100% 22 Momme Pure Mulberry Silk, Face-Hugging Padded Silk Eye Cover for Sleeping with Adjustable Band (Pink)", "asin": "B0BN559GVG", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask - Eye Masks for Sleep - 100% Blackout Sleeping Mask for Women, Men & Side Sleepers - 3D Sleeping Eye Mask for Zero Eye Pressure - Award Winning Design, Eyelash Friendly & Breathable", "asin": "B09CZ68WV3", "price": "$12.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Eye Mask for Men Women, 3D Zero Intraocular Pressure Design,100% Light Blocking Sleeping,Suitable for use with cpap,Exquisite Travel Storage Box\uff08Black\uff09", "asin": "B0DMD4LLXQ", "price": "$9.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask for Side Sleeper, Eye Mask for Sleeping Women Men, 3D Contoured Cup No Eye Pressure 100% Light Blocking Sleeping Mask with Adjustable Strap Night Blindfold Flight, Travel, Nap, Black", "asin": "B09XTVHMQ1", "price": "$5.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Cotton Sleep Mask - Updated Design Light Blocking Sleep Eye Mask, Soft and Comfortable Night Sleeping Mask for Men Women, Eye Blinder for Travel/Sleeping, Includes Travel Pouch, Grey", "asin": "B07D3M5TTZ", "price": "$8.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Silk Sleep Mask. Face-Hugging, Padded Silk Cocoon for Luxury Sleep in Total Darkness. (Sunset Pink)", "asin": "B08NHF4HCS", "price": "$79.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Weighted Sleep Mask, Women Men 3D Blocking Lights Sleeping Mask (4.2oz/120g), Pressure Relief Night Sleep Eye Mask with Adjustable Strap, Eye Cover Blindfold for Travel Nap Yoga, Black", "asin": "B09C5PD9VD", "price": "$16.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask Memory Foam Contoured Eye Cups for Women and Men, Soft 3D Blackout Eye Mask for Sleeping No Pressure on Eyelids and Eyelashes Protection, Earplugs Set, Black", "asin": "B07CPWZSZN", "price": "$15.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Portable FSA/HSA Eligible Eye Massager with Heat and Vibration-4 Soothing Modes for Compression Massage to Help Reduce Puffy and Dry Eyes-Rechargeable Heated Migraine Mask with Bluetooth Music", "asin": "B08HJYSL3Q", "price": "$55.24", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "3D Eye Mask Sleep Mask for Men & Women, Ultra Comfort 100% Pressure-Free & 100% Light Block-Out Eye Mask for Sleep with Easy Adjustable Strap, Night Eye Cover for Travel, Black", "asin": "B0DJNSZ8VW", "price": "$5.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask, 2 Pack 100% Real Natural Pure Silk Eye Masks with Adjustable Strap for Sleeping, Mulberry Silk Eye Sleep Shade Cover, Block Light Reduces Puffy Eyes Traveling Gifts", "asin": "B08817H6HS", "price": "$8.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask for Side Sleeper, Light Blocking Sleeping Eye Mask for Women Men, 3D Contoured Cup Night Blindfold, Luxury Eye Cover Eyeshade with Adjustable Strap for Travel, Nap, Black", "asin": "B07HVRNXZQ", "price": "$7.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Eye Mask, Sleep Eye mask for Back and Side Sleepers,3D Design, 100% Light-Blocking, Zero Eye Pressure, Manta Sleep mask Design, Breathable Soft Eye mask, Eye Mask for Travel, Gift Box(Grey)", "asin": "B0CVXLQDDL", "price": "$4.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask Headphones Bluetooth Wireless 5.4, Breathable Cotton Eye Mask for Sleeping Side Sleepers Travel Music Headsets with Microphone Handsfree Men Women", "asin": "B0CKDZM4HH", "price": "$26.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "3D Mulberry Silk Sleep Mask for Women & Men with Cups, Blackout - Silk Eye Masks for Sleep Anywhere, Travel, Night, Face, Side - Eye Cover, Sleeping Mask, Eyemask, Sleepmask, Black", "asin": "B0DKNBDQ4S", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Contoured Sleep Mask for Side Sleepers - 100% Light Blocking, Soft and No Pressure on Eyes - Blindfold for Travel, Nap, Yoga", "asin": "B0BXKZH8SN", "price": "$15.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask - Modal Material Eye Mask for Sleeping, Ultra Soft and Skin Friendly Full Eye Covers for Women/Men, Perfect Light Blocking Sleeping Mask for Travel Yoga Nap, Fully Adjustable Strap", "asin": "B07LG4K19C", "price": "$10.19", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Heated Eye Mask Cordless for Dry Eyes, FSA/HSA Eligible 3D Sleep Mask No Pressure, Warm Eye Compress with Temperature, Timer Control for Sleeping Stye Eye Relax Meditation Travel Women Men", "asin": "B0C1RXXCB6", "price": "$35.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Silk Sleep Mask - Silk Eye Sleeping Mask for Women & Men for Total Blackout - Silk Eye Mask - 100% Pure Mulberry Silk, 22 Momme 6a Fibers - Blindfold Silk Sleep Mask Side Sleeper Eye Cover", "asin": "B0BFDGC7CC", "price": "$27.87", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Headphones, Sleep Mask with Bluetooth Headphones, Ventilated Fabric, Adjustable Fit, 100% Blackout 3D Contoured Eye Cups, Sleeping Headphones for Side Sleepers", "asin": "B0DMTDG23J", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:33:51.388Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T05:33:51.388Z
|
click
|
search
|
rule
|
2025-04-13T05:33:51.388Z
|
click
|
search
|
train
| 346 |
2025-04-13T05:33:51.388Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:33:47.937Z", "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": "wifi 6e router"}],
"cart_items": [{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": "1"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$33.36", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"promotion_items": [{"title": "Manta Sleep\nMask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\n1 Count (Pack of 1)", "asin": "", "price": "$35.00", "quantity": ""},
{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work\n1 Count (Pack of 1)", "asin": "", "price": "$85.00", "quantity": ""},
{"title": "MZOO\nSleep Eye Mask for Side Sleeper Men Women, Zero Eye Pressure 3D Sleeping Mask, Light Blocking Patented Design Night Blindfold, Soft Eye Shade Cover for Travel, Black\n1 Count (Pack of 1)", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "LitBear\nSleep Mask for Side Sleeper Women Men, Eye Mask for Sleeping Light Blocking, 3D Contoured Cup Sleeping Mask, Soft Breathable Sleep Eye Mask with Adjustable Elastic Strap for Flight Nap\n1 Count (Pack of 1)", "asin": "", "price": "$15.99", "quantity": ""},
{"title": "Pure Silk Sleep Mask [100% 6A Mulberry Silk, 22 Momme] Light Blocking Travel Essentials. Eye Masks for Sleeping. Black Oeko-Tex Blindfold. Eye Covers for Men & Women\n1 Count (Pack of 1)", "asin": "", "price": "$29.95", "quantity": ""},
{"title": "YIVIEW\nSleep Mask for Side Sleeper, Complete Light Blocking 3D Sleeping Eye Mask, Soft Breathable Eye Cover for Women Men, Relaxing Zero Pressure Night Blindfold\n1 Count (Pack of 1)", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "Manta Sleep\nMask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work\n1 Count (Pack of 1)", "asin": "B07PRG2CQY", "price": "$35.00", "quantity": ""},
{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work\n1 Count (Pack of 1)", "asin": "B0C36K8SJJ", "price": "$85.00", "quantity": ""},
{"title": "Manta Slim Sleep Mask - Ultra-Lightweight Blackout Eye Mask, Slim Elastic Head Band Comfort Design, Zero Pressure Eye Mask, Infinitely Adjustable Eye Cups, Perfect for Side Sleepers\n1 Count (Pack of 1)", "asin": "B08661DWZR", "price": "$35.00", "quantity": ""},
{"title": "Ostrichpillow Eye Mask, Sleep Mask for Men Women 100% Blackout, No Pressure On Eyes, Soft & Breathable, Adjustable Fit, Travel Bag Included\n1 Count (Pack of 1)", "asin": "B09KLVZ88T", "price": "$45.00", "quantity": ""},
{"title": "MZOO\nSleep Eye Mask for Side Sleeper Men Women, Zero Eye Pressure 3D Sleeping Mask, Light Blocking Patented Design Night Blindfold, Soft Eye Shade Cover for Travel, Black\n1 Count (Pack of 1)", "asin": "B07KC5DWCC", "price": "$19.99", "quantity": ""},
{"title": "Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief\n1 Count (Pack of 1)", "asin": "B0865RLTXB", "price": "$45.00", "quantity": ""}],
"ads": [{"title": "Manta Sleep Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY"},
{"title": "Manta Steam Sleep Mask - Microwave Warm Eye Compress for Dry Eyes, Sinus & Migraine Relief \u2013 Zero Eye Pressure Moist Heat Mask for Puffy Eyes, Irritation, and Eye Strain Therapy", "asin": "B0865KJ1QR"},
{"title": "Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0865RLTXB"}],
"search_results": [{"title": "Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "price": "$35.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "price": "$85.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Slim Sleep Mask - Ultra-Lightweight Blackout Eye Mask, Slim Elastic Head Band Comfort Design, Zero Pressure Eye Mask, Infinitely Adjustable Eye Cups, Perfect for Side Sleepers", "asin": "B08661DWZR", "price": "$35.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0865RLTXB", "price": "$45.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Eye Mask for Side Sleeper Men Women, Zero Eye Pressure 3D Sleeping Mask, Light Blocking Patented Design Night Blindfold, Soft Eye Shade Cover for Travel, Black", "asin": "B07KC5DWCC", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Mask - 100% Light Blocking Eye Mask, Adjustable Sleeping Mask with Detachable Eye Cups, Ultra Comfortable for Women & Men, Zero Pressure on Lashes, Perfect for Deep Rest/Travel/Shift Work", "asin": "B07PRG2CQY", "price": "$35.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Pro Sleep Mask - 100% Light Blocking Sleep Mask for Side Sleepers, Breathable and Comfortable, Spacious & Zero Pressure for Long Lashes, Perfect for Sleep/Travel/Nap/Shift Work", "asin": "B0C36K8SJJ", "price": "$85.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Silk Sleep Mask - Luxury Silk Eye Mask with Pure Silk Eye Cups, Gentle on Skin & Hair, Breathable, Sleep Mask withTapered Fit for Comfort, Adjustable Head Strap, True 100% Blackout Silk Eye Mask", "asin": "B0D8M5MDCS", "price": "$69.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Slim Sleep Mask - Ultra-Lightweight Blackout Eye Mask, Slim Elastic Head Band Comfort Design, Zero Pressure Eye Mask, Infinitely Adjustable Eye Cups, Perfect for Side Sleepers", "asin": "B08661DWZR", "price": "$35.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Eye Mask for Side Sleeper Men Women, Zero Eye Pressure 3D Sleeping Mask, Light Blocking Patented Design Night Blindfold, Soft Eye Shade Cover for Travel, Black", "asin": "B07KC5DWCC", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Original Eye Cups - 100% Total Blackout Sleep Masks, Zero Eye Pressure, Soft & Comfy for Sleeping in Any Positions, Infinitely Adjustable, Perfect for Deep Rest, Naps, Travel", "asin": "B09Z2QPCMG", "price": "$23.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Ostrichpillow Eye Mask, Sleep Mask for Men Women 100% Blackout, No Pressure On Eyes, Soft & Breathable, Adjustable Fit, Travel Bag Included", "asin": "B09KLVZ88T", "price": "$45.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Therabody Sleep Mask Ultra-Comfortable, 100% Blackout Sleep Eye Mask with Gentle Eye Massager Vibration for Stress Relief, Headache Relief & Self Care - Facial Massager for Women & Men", "asin": "B0DD1MQPD8", "price": "$99.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Deep Sleep Mask Light Blocking, 23 Momme Mulberry Silk Eye Mask, Ultra Soft, Adjustable - Travel Sleeping Mask for Men & Women - Olive", "asin": "B0CBPBH1HS", "price": "$45.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Headphones, Sleep Mask with Bluetooth Headphones, Ventilated Fabric, Adjustable Fit, 100% Blackout 3D Contoured Eye Cups, Sleeping Headphones for Side Sleepers", "asin": "B0DMTDG23J", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "100% Blackout Sleep Eye Mask for Women Men, Zero Pressure Sleeping Mask - Ergonomic Design 3D Cutout Eye Movement and Eyelash Friendly Night Blindfold, Ultra Soft Comfortable for Sleeping", "asin": "B0CRYX3FCZ", "price": "$9.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Cool Sleep Mask - Blackout Cooling Eye Mask with Zero Eye Pressure, Ceramic Cooling Beads Sleeping Mask for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0865RLTXB", "price": "$45.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Eye Mask for Men Women, Lash Extensions 3D Sleeping Mask, Travel Blackout Night Blindfold Eye Shade Cover with Adjustable Strap (Black-3D)", "asin": "B095C7H62X", "price": "$6.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Headphones, 3D Sleep Mask Bluetooth Wireless Music Eye Mask, Sleeping Headphones for Side Sleepers Sleep Mask with Bluetooth Headphones Ultra-Thin Stereo Speakers Perfect for Sleeping", "asin": "B07T6FNLQV", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Silk Weighted Sleep Mask | Sound-Muffling Blindfold for Deep Sleep | Mulberry Silk Eye Mask with Rose Quartz Crystal | Relaxation & Tranquillity Mask", "asin": "B0CDFFCCZ6", "price": "$78.00", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Manta Original Eye Cups - 100% Total Blackout Sleep Masks, Zero Eye Pressure, Soft & Comfy for Sleeping in Any Positions, Infinitely Adjustable, Perfect for Deep Rest, Naps, Travel", "asin": "B09Z2QPCMG", "price": "$23.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask for Side Sleeper Women Men, Eye Mask for Sleeping Light Blocking, 3D Contoured Cup Sleeping Mask, Soft Breathable Sleep Eye Mask with Adjustable Elastic Strap for Flight Nap", "asin": "B09H7FZ5JM", "price": "$15.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Cool Eye Cups - Near-Total Blackout Cold Therapy Eye Cups with No Eye Pressure, Ceramic Cooling Beads for Migraine Headaches, Sleeping, Allergies, Puffy Eyes & Sinus Relief", "asin": "B0C36J49YZ", "price": "$29.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Steam Eye Cups - Near-Total Blackout Heated Eye Cups with No Eye Pressure, Natural Gentle Steam Eye Cups for Migraine Headaches, Rest, Sleep, Dry Eye Steam Mask, Puffy Eyes & Sinus Relief", "asin": "B0C36JC3ZZ", "price": "$29.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Original Head Strap - Mix & Matchable Head Strap for Any Manta Sleep Masks, Durable, Soft & Breathable Materials, Adjustable Fit for Men and Women, Perfect for Sleeping, Naps, Travel, Deep Rest", "asin": "B09Z2PGJ96", "price": "$23.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask for Side Sleeper 3 Pack, Blackout 3D Eye Mask for Sleeping, Night Blindfold for Men Women", "asin": "B0832GKW4Q", "price": "$9.49", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask for Back and Side Sleeper, Block Out Light, Sleeping Eye Mask of 3D Night Blindfold, Zero Pressure Ultralight Travel Eye Cover Black", "asin": "B085NPHBLT", "price": "$5.39", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask for Side Sleeper Women Men, Eye Mask for Sleeping Light Blocking, 3D Contoured Cup Sleeping Mask, Soft Breathable Sleep Eye Mask with Adjustable Elastic Strap for Flight Nap", "asin": "B09H7FZ5JM", "price": "$15.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask for Men Women: Blackout Eye Masks for Sleep - 3D Breathable Soft Comfortable Eye Mask for Travel - Adjustable Light Blocking Night Masks for Sleeping", "asin": "B09712FSLY", "price": "$14.43", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Eye Mask, Sleep Mask for Back and Side Sleepers, 100% Light-Blocking, Adjustable Strap, Brown", "asin": "B0CVX7ZSPG", "price": "$4.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Kids Sleep Mask - Comfy & Cute Blackout Sleeping Mask with Adjustable Eye Cups, Soft & Breathable Machine Washable Kids Eye Mask for Girls, Boys, Toddler Aged 6+ (Arctic Blue)", "asin": "B0CZS9YSQX", "price": "$29.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask for Side Sleeper, Complete Light Blocking 3D Sleeping Eye Mask, Soft Breathable Eye Cover for Women Men, Relaxing Zero Pressure Night Blindfold", "asin": "B07Q6WLX5J", "price": "$9.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Manta Steam Sleep Mask - Microwave Warm Eye Compress for Dry Eyes, Sinus & Migraine Relief \u2013 Zero Eye Pressure Moist Heat Mask for Puffy Eyes, Irritation, and Eye Strain Therapy", "asin": "B0865KJ1QR", "price": "$45.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "3D Advanced Eye Mask for Sleeping,Soft and Lightweight Sleep mask\uff0cSleep Eye Mask for Men Women\uff0clash Sleeping mask for lash Extensions (Black)", "asin": "B0DD72MHXQ", "price": "$4.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Organic Silk Sleep Mask Cool Super Smooth Eye Cover Genuine Mulberry Silk Face Skin Care, Soft Filling, Lightweight for Home or Travel Use (Original Black, Flat)", "asin": "B07L91H64N", "price": "$14.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask + Cooling Gel Relief - Sleep Eye Mask Blackout Blindfold Cold - 3D Contoured Relaxing No Pressure Eye Cover to Block Light for Comfortable Soothing Night Sleeping/Men & Women", "asin": "B0C9KNWMY6", "price": "$24.95", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "3D Contoured Sleep Mask with Bluetooth Headphones, Eye Masks for Sleep, Sleeping Headphones, Sleeping Mask with Ultra-Thin Stereo Speakers for Men, Women, Tech Gifts - Black", "asin": "B0DJ57G238", "price": "$32.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Eye Mask, Sleep Eye mask for Back and Side Sleepers, 100% Light-Blocking Sleep Eye mask, Zero Eye Pressure, 3D Contoured Design, Manta Sleep mask, Breathable Soft Eye mask(Light Blue)", "asin": "B0CVXLS31T", "price": "$4.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Blackout Weighted Eye Mask for Sleeping: 3D Contoured Sleep Mask for Men Women - Light Blocking Eyelash Free Adjustable Strap - Airplane Travel Nap Fatigue Relief Night Shift Business Style Black", "asin": "B0D2CWXT32", "price": "$9.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Headphones Bluetooth 5.4 Headband Sleeping Eye Mask for Mom Women Men Wireless Music Earbuds Earphones for Side Sleepers Built-in HD Speakers Cool Gadgets Unique Gifts", "asin": "B08S2WXBP8", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Silk Sleep Mask for Side Sleeper, Eye Mask Sleeping for Women Men 100% 22 Momme Pure Mulberry Silk, Face-Hugging Padded Silk Eye Cover for Sleeping with Adjustable Band (Pink)", "asin": "B0BN559GVG", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask - Eye Masks for Sleep - 100% Blackout Sleeping Mask for Women, Men & Side Sleepers - 3D Sleeping Eye Mask for Zero Eye Pressure - Award Winning Design, Eyelash Friendly & Breathable", "asin": "B09CZ68WV3", "price": "$12.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Eye Mask for Men Women, 3D Zero Intraocular Pressure Design,100% Light Blocking Sleeping,Suitable for use with cpap,Exquisite Travel Storage Box\uff08Black\uff09", "asin": "B0DMD4LLXQ", "price": "$9.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask for Side Sleeper, Eye Mask for Sleeping Women Men, 3D Contoured Cup No Eye Pressure 100% Light Blocking Sleeping Mask with Adjustable Strap Night Blindfold Flight, Travel, Nap, Black", "asin": "B09XTVHMQ1", "price": "$5.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Cotton Sleep Mask - Updated Design Light Blocking Sleep Eye Mask, Soft and Comfortable Night Sleeping Mask for Men Women, Eye Blinder for Travel/Sleeping, Includes Travel Pouch, Grey", "asin": "B07D3M5TTZ", "price": "$8.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Silk Sleep Mask. Face-Hugging, Padded Silk Cocoon for Luxury Sleep in Total Darkness. (Sunset Pink)", "asin": "B08NHF4HCS", "price": "$79.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Weighted Sleep Mask, Women Men 3D Blocking Lights Sleeping Mask (4.2oz/120g), Pressure Relief Night Sleep Eye Mask with Adjustable Strap, Eye Cover Blindfold for Travel Nap Yoga, Black", "asin": "B09C5PD9VD", "price": "$16.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask Memory Foam Contoured Eye Cups for Women and Men, Soft 3D Blackout Eye Mask for Sleeping No Pressure on Eyelids and Eyelashes Protection, Earplugs Set, Black", "asin": "B07CPWZSZN", "price": "$15.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Portable FSA/HSA Eligible Eye Massager with Heat and Vibration-4 Soothing Modes for Compression Massage to Help Reduce Puffy and Dry Eyes-Rechargeable Heated Migraine Mask with Bluetooth Music", "asin": "B08HJYSL3Q", "price": "$55.24", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "3D Eye Mask Sleep Mask for Men & Women, Ultra Comfort 100% Pressure-Free & 100% Light Block-Out Eye Mask for Sleep with Easy Adjustable Strap, Night Eye Cover for Travel, Black", "asin": "B0DJNSZ8VW", "price": "$5.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask, 2 Pack 100% Real Natural Pure Silk Eye Masks with Adjustable Strap for Sleeping, Mulberry Silk Eye Sleep Shade Cover, Block Light Reduces Puffy Eyes Traveling Gifts", "asin": "B08817H6HS", "price": "$8.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask for Side Sleeper, Light Blocking Sleeping Eye Mask for Women Men, 3D Contoured Cup Night Blindfold, Luxury Eye Cover Eyeshade with Adjustable Strap for Travel, Nap, Black", "asin": "B07HVRNXZQ", "price": "$7.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Eye Mask, Sleep Eye mask for Back and Side Sleepers,3D Design, 100% Light-Blocking, Zero Eye Pressure, Manta Sleep mask Design, Breathable Soft Eye mask, Eye Mask for Travel, Gift Box(Grey)", "asin": "B0CVXLQDDL", "price": "$4.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask Headphones Bluetooth Wireless 5.4, Breathable Cotton Eye Mask for Sleeping Side Sleepers Travel Music Headsets with Microphone Handsfree Men Women", "asin": "B0CKDZM4HH", "price": "$26.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "3D Mulberry Silk Sleep Mask for Women & Men with Cups, Blackout - Silk Eye Masks for Sleep Anywhere, Travel, Night, Face, Side - Eye Cover, Sleeping Mask, Eyemask, Sleepmask, Black", "asin": "B0DKNBDQ4S", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Contoured Sleep Mask for Side Sleepers - 100% Light Blocking, Soft and No Pressure on Eyes - Blindfold for Travel, Nap, Yoga", "asin": "B0BXKZH8SN", "price": "$15.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Mask - Modal Material Eye Mask for Sleeping, Ultra Soft and Skin Friendly Full Eye Covers for Women/Men, Perfect Light Blocking Sleeping Mask for Travel Yoga Nap, Fully Adjustable Strap", "asin": "B07LG4K19C", "price": "$10.19", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Heated Eye Mask Cordless for Dry Eyes, FSA/HSA Eligible 3D Sleep Mask No Pressure, Warm Eye Compress with Temperature, Timer Control for Sleeping Stye Eye Relax Meditation Travel Women Men", "asin": "B0C1RXXCB6", "price": "$35.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Silk Sleep Mask - Silk Eye Sleeping Mask for Women & Men for Total Blackout - Silk Eye Mask - 100% Pure Mulberry Silk, 22 Momme 6a Fibers - Blindfold Silk Sleep Mask Side Sleeper Eye Cover", "asin": "B0BFDGC7CC", "price": "$27.87", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Sleep Headphones, Sleep Mask with Bluetooth Headphones, Ventilated Fabric, Adjustable Fit, 100% Blackout 3D Contoured Eye Cups, Sleeping Headphones for Side Sleepers", "asin": "B0DMTDG23J", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:33:51.388Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T00:09:12.232Z\", \"action\": \"input\", \"action_argument\": \"bike pump with gauge\"}\n{\"timestamp\": \"2025-04-01T00:10:24.448Z\", \"action\": \"click_product\", \"action_argument\": \"B00XLGKU14\"}\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:46.070Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:50:58.581Z\", \"action\": \"purchase\", \"action_argument\": \"B09NVPJ9ZG\"}\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.371Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.389Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.721Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.739Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:18.279Z\", \"action\": \"purchase\", \"action_argument\": \"B0C36K8SJJ, B07PRG2CQY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wifi 6e router\"}],\n\"cart_items\": [{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"quantity\": \"1\"},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$33.36\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0B1LZMH78\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices\"},\n{\"price\": \"$239.97\"},\n{\"bullet_list\": \"6GHz WiFi band dedicated to WiFi 6E devices including Samsung Galaxy S21 Ultra 5G. Enjoy 4K/8K video streaming, AR/VR gaming and HD videoconferencing Powerful 1.7GHz quad-core processor gives you exceptional 7.8Gbps WiFi speed, 6.5x faster than WiFi 5. Backward compatible for all WiFi devices on 2.4GHz and 5GHz bands Coverage up to 2,500 sq. ft. and 40 devices NETGEAR devices come with security measures built in as well as enhanced safety features and updates designed to help protect you and your family Replace your existing WiFi Router (separate modem or modem router required). Compatible with any Internet Service Provider plan up to 1 Gigabit including cable, satellite, fiber, DSL and more 4 x 1G and 1 x 2.5G Ethernet ports for computers, game consoles, streaming players and other wired devices NETGEAR Armor provides a powerful suite of tools to help keep you safe online, including enhanced protection against hackers, malware and identity theft, at home or on the go. Includes 30-day trial\"},\n{\"bullet_list\": \" Easily set up and manage your WiFi with the Nighthawk app Made for use in the U.S. only \"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"WiFi 6E, 7.8Gbps\"}],\n\"promotion_items\": [{\"title\": \"NETGEAR Orbi 970 Series Quad-Band WiFi 7 Mesh Network System (RBE973S), Router + 2 Satellite Extenders, Security Features, Up to 27Gbps, Covers Up to 10,000 sq. ft., 200 Devices, 10 Gig Internet Port\", \"asin\": \"B0CGJGXFCS\", \"price\": \"$1,999.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS300) - Security Features, BE9300 Wireless Speed (up to 9.3Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port\", \"asin\": \"B0D4JBGPH4\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Tri-Band BE19000 Wi-Fi 7 Gaming Router Archer GE800 | 12-Stream 19 Gbps | 2\\u00d710G + 4\\u00d72.5G Ports, USB 3.0 | Turbo Acceleration, Dedicated Gaming Port & Panel, RGB Lighting | EasyMesh, HomeShield\", \"asin\": \"B0D7MSQG4T\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Deco AXE4900 Tri-Band WiFi 6E Mesh WiFi System (Deco XE70 Pro) - 2.5G WAN/LAN Ports, 4.9 Gbps Wi-Fi 7,200 Sq. Ft Coverage, Connect up to 200 Devices, New 6 GHz Band, 3-Pack 2024 Release\", \"asin\": \"B0CZ7NQR5B\", \"price\": \"$239.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Tri-Band BE19000 Wi-Fi 7 Gaming Router Archer GE800 | 12-Stream 19 Gbps | 2\\u00d710G + 4\\u00d72.5G Ports, USB 3.0 | Turbo Acceleration, Dedicated Gaming Port & Panel, RGB Lighting | EasyMesh, HomeShield\", \"asin\": \"B0D7MSQG4T\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS500) \\u2013 Security Features, BE12000 Wireless Speed (up to 12Gbps) - Covers up to 3,000 sq. ft., 120 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG71H4GD\", \"price\": \"$349.98\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Deco Mesh WiFi System(Deco M5) \\u2013Up to 3,800 sq. ft. Whole Home Coverage and 60+ Devices, WiFi Router/Extender Replacement, Parental Controls, 2-pack\", \"asin\": \"B0797D6853\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Orbi 870 Series Tri-Band WiFi 7 Mesh System (RBE873) - Router + 2 Satellite Extenders, Security Features, Up to 21 Gbps, Covers Up to 9,000 Sq. Ft., 150 Devices, 10 Gig Internet Port, BE21000\", \"asin\": \"B0DPLH5DFH\", \"price\": \"$1,149.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices\", \"asin\": \"B0B1LZMH78\", \"price\": \"$239.97\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE300) | AXE7800 Tri-Band Wireless Gigabit Speed (Up to 7.8Gbps) | New 6GHz Band | 8-Streams Cover up to 2,500 sq. ft, 40 Devices (Renewed)\", \"asin\": \"B0BVKSJTGP\", \"price\": \"$128.99\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"price\": \"$299.99\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS500) \\u2013 Security Features, BE12000 Wireless Speed (up to 12Gbps) - Covers up to 3,000 sq. ft., 120 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG71H4GD\", \"price\": \"$349.98\"},\n{\"title\": \"ASUS RT-AX86U Pro (AX5700) Dual Band WiFi 6 Extendable Gaming Router, 2.5G Port, Gaming Port, Mobile Game Mode, Port Forwarding, Subscription-free Network Security, VPN, AiMesh Compatible\", \"asin\": \"B0BQ417K47\", \"price\": \"$195.76\"},\n{\"title\": \"ASUS RT-AXE7800 Tri-band WiFi 6E (802.11ax) Router, 6GHz Band, ASUS Safe Browsing, Upgraded Network Security, Instant Guard, Built-in VPN Features, Parental Controls, 2.5G Port, AiMesh Support\", \"asin\": \"B0BLGGN4Z9\", \"price\": \"$229.99\"}]\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\": \"2025-04-13T05:34:57.418Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "wifi 6e router"}],
"cart_items": [{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": "1"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$33.36", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B0B1LZMH78"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices"},
{"price": "$239.97"},
{"bullet_list": "6GHz WiFi band dedicated to WiFi 6E devices including Samsung Galaxy S21 Ultra 5G. Enjoy 4K/8K video streaming, AR/VR gaming and HD videoconferencing Powerful 1.7GHz quad-core processor gives you exceptional 7.8Gbps WiFi speed, 6.5x faster than WiFi 5. Backward compatible for all WiFi devices on 2.4GHz and 5GHz bands Coverage up to 2,500 sq. ft. and 40 devices NETGEAR devices come with security measures built in as well as enhanced safety features and updates designed to help protect you and your family Replace your existing WiFi Router (separate modem or modem router required). Compatible with any Internet Service Provider plan up to 1 Gigabit including cable, satellite, fiber, DSL and more 4 x 1G and 1 x 2.5G Ethernet ports for computers, game consoles, streaming players and other wired devices NETGEAR Armor provides a powerful suite of tools to help keep you safe online, including enhanced protection against hackers, malware and identity theft, at home or on the go. Includes 30-day trial"},
{"bullet_list": " Easily set up and manage your WiFi with the Nighthawk app Made for use in the U.S. only "}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Style": "WiFi 6E, 7.8Gbps"}],
"promotion_items": [{"title": "NETGEAR Orbi 970 Series Quad-Band WiFi 7 Mesh Network System (RBE973S), Router + 2 Satellite Extenders, Security Features, Up to 27Gbps, Covers Up to 10,000 sq. ft., 200 Devices, 10 Gig Internet Port", "asin": "B0CGJGXFCS", "price": "$1,999.99", "quantity": ""},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS300) - Security Features, BE9300 Wireless Speed (up to 9.3Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port", "asin": "B0D4JBGPH4", "price": "$299.99", "quantity": ""},
{"title": "TP-Link Tri-Band BE19000 Wi-Fi 7 Gaming Router Archer GE800 | 12-Stream 19 Gbps | 2\u00d710G + 4\u00d72.5G Ports, USB 3.0 | Turbo Acceleration, Dedicated Gaming Port & Panel, RGB Lighting | EasyMesh, HomeShield", "asin": "B0D7MSQG4T", "price": "$399.99", "quantity": ""},
{"title": "TP-Link Deco AXE4900 Tri-Band WiFi 6E Mesh WiFi System (Deco XE70 Pro) - 2.5G WAN/LAN Ports, 4.9 Gbps Wi-Fi 7,200 Sq. Ft Coverage, Connect up to 200 Devices, New 6 GHz Band, 3-Pack 2024 Release", "asin": "B0CZ7NQR5B", "price": "$239.99", "quantity": ""},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": ""},
{"title": "TP-Link Tri-Band BE19000 Wi-Fi 7 Gaming Router Archer GE800 | 12-Stream 19 Gbps | 2\u00d710G + 4\u00d72.5G Ports, USB 3.0 | Turbo Acceleration, Dedicated Gaming Port & Panel, RGB Lighting | EasyMesh, HomeShield", "asin": "B0D7MSQG4T", "price": "$399.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS500) \u2013 Security Features, BE12000 Wireless Speed (up to 12Gbps) - Covers up to 3,000 sq. ft., 120 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG71H4GD", "price": "$349.98", "quantity": ""},
{"title": "TP-Link Deco Mesh WiFi System(Deco M5) \u2013Up to 3,800 sq. ft. Whole Home Coverage and 60+ Devices, WiFi Router/Extender Replacement, Parental Controls, 2-pack", "asin": "B0797D6853", "price": "$79.99", "quantity": ""},
{"title": "NETGEAR Orbi 870 Series Tri-Band WiFi 7 Mesh System (RBE873) - Router + 2 Satellite Extenders, Security Features, Up to 21 Gbps, Covers Up to 9,000 Sq. Ft., 150 Devices, 10 Gig Internet Port, BE21000", "asin": "B0DPLH5DFH", "price": "$1,149.99", "quantity": ""}],
"comparison_items": [{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE300) | AXE7800 Tri-Band Wireless Gigabit Speed (Up to 7.8Gbps) | New 6GHz Band | 8-Streams Cover up to 2,500 sq. ft, 40 Devices (Renewed)", "asin": "B0BVKSJTGP", "price": "$128.99"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.99"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS500) \u2013 Security Features, BE12000 Wireless Speed (up to 12Gbps) - Covers up to 3,000 sq. ft., 120 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG71H4GD", "price": "$349.98"},
{"title": "ASUS RT-AX86U Pro (AX5700) Dual Band WiFi 6 Extendable Gaming Router, 2.5G Port, Gaming Port, Mobile Game Mode, Port Forwarding, Subscription-free Network Security, VPN, AiMesh Compatible", "asin": "B0BQ417K47", "price": "$195.76"},
{"title": "ASUS RT-AXE7800 Tri-band WiFi 6E (802.11ax) Router, 6GHz Band, ASUS Safe Browsing, Upgraded Network Security, Instant Guard, Built-in VPN Features, Parental Controls, 2.5G Port, AiMesh Support", "asin": "B0BLGGN4Z9", "price": "$229.99"}]
<|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": "2025-04-13T05:34:57.418Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T05:34:57.418Z
|
purchase
|
B0B1LZMH78
|
rule
|
2025-04-13T05:34:57.418Z
|
purchase
|
B0B1LZMH78
|
train
| 347 |
2025-04-13T05:34:57.418Z
|
purchase
|
B0B1LZMH78
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "action": "input", "action_argument": "bike pump with gauge"}
{"timestamp": "2025-04-01T00:10:24.448Z", "action": "click_product", "action_argument": "B00XLGKU14"}
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "wifi 6e router"}],
"cart_items": [{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": "1"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$33.36", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B0B1LZMH78"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices"},
{"price": "$239.97"},
{"bullet_list": "6GHz WiFi band dedicated to WiFi 6E devices including Samsung Galaxy S21 Ultra 5G. Enjoy 4K/8K video streaming, AR/VR gaming and HD videoconferencing Powerful 1.7GHz quad-core processor gives you exceptional 7.8Gbps WiFi speed, 6.5x faster than WiFi 5. Backward compatible for all WiFi devices on 2.4GHz and 5GHz bands Coverage up to 2,500 sq. ft. and 40 devices NETGEAR devices come with security measures built in as well as enhanced safety features and updates designed to help protect you and your family Replace your existing WiFi Router (separate modem or modem router required). Compatible with any Internet Service Provider plan up to 1 Gigabit including cable, satellite, fiber, DSL and more 4 x 1G and 1 x 2.5G Ethernet ports for computers, game consoles, streaming players and other wired devices NETGEAR Armor provides a powerful suite of tools to help keep you safe online, including enhanced protection against hackers, malware and identity theft, at home or on the go. Includes 30-day trial"},
{"bullet_list": " Easily set up and manage your WiFi with the Nighthawk app Made for use in the U.S. only "}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Style": "WiFi 6E, 7.8Gbps"}],
"promotion_items": [{"title": "NETGEAR Orbi 970 Series Quad-Band WiFi 7 Mesh Network System (RBE973S), Router + 2 Satellite Extenders, Security Features, Up to 27Gbps, Covers Up to 10,000 sq. ft., 200 Devices, 10 Gig Internet Port", "asin": "B0CGJGXFCS", "price": "$1,999.99", "quantity": ""},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS300) - Security Features, BE9300 Wireless Speed (up to 9.3Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port", "asin": "B0D4JBGPH4", "price": "$299.99", "quantity": ""},
{"title": "TP-Link Tri-Band BE19000 Wi-Fi 7 Gaming Router Archer GE800 | 12-Stream 19 Gbps | 2\u00d710G + 4\u00d72.5G Ports, USB 3.0 | Turbo Acceleration, Dedicated Gaming Port & Panel, RGB Lighting | EasyMesh, HomeShield", "asin": "B0D7MSQG4T", "price": "$399.99", "quantity": ""},
{"title": "TP-Link Deco AXE4900 Tri-Band WiFi 6E Mesh WiFi System (Deco XE70 Pro) - 2.5G WAN/LAN Ports, 4.9 Gbps Wi-Fi 7,200 Sq. Ft Coverage, Connect up to 200 Devices, New 6 GHz Band, 3-Pack 2024 Release", "asin": "B0CZ7NQR5B", "price": "$239.99", "quantity": ""},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": ""},
{"title": "TP-Link Tri-Band BE19000 Wi-Fi 7 Gaming Router Archer GE800 | 12-Stream 19 Gbps | 2\u00d710G + 4\u00d72.5G Ports, USB 3.0 | Turbo Acceleration, Dedicated Gaming Port & Panel, RGB Lighting | EasyMesh, HomeShield", "asin": "B0D7MSQG4T", "price": "$399.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS500) \u2013 Security Features, BE12000 Wireless Speed (up to 12Gbps) - Covers up to 3,000 sq. ft., 120 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG71H4GD", "price": "$349.98", "quantity": ""},
{"title": "TP-Link Deco Mesh WiFi System(Deco M5) \u2013Up to 3,800 sq. ft. Whole Home Coverage and 60+ Devices, WiFi Router/Extender Replacement, Parental Controls, 2-pack", "asin": "B0797D6853", "price": "$79.99", "quantity": ""},
{"title": "NETGEAR Orbi 870 Series Tri-Band WiFi 7 Mesh System (RBE873) - Router + 2 Satellite Extenders, Security Features, Up to 21 Gbps, Covers Up to 9,000 Sq. Ft., 150 Devices, 10 Gig Internet Port, BE21000", "asin": "B0DPLH5DFH", "price": "$1,149.99", "quantity": ""}],
"comparison_items": [{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE300) | AXE7800 Tri-Band Wireless Gigabit Speed (Up to 7.8Gbps) | New 6GHz Band | 8-Streams Cover up to 2,500 sq. ft, 40 Devices (Renewed)", "asin": "B0BVKSJTGP", "price": "$128.99"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.99"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS500) \u2013 Security Features, BE12000 Wireless Speed (up to 12Gbps) - Covers up to 3,000 sq. ft., 120 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG71H4GD", "price": "$349.98"},
{"title": "ASUS RT-AX86U Pro (AX5700) Dual Band WiFi 6 Extendable Gaming Router, 2.5G Port, Gaming Port, Mobile Game Mode, Port Forwarding, Subscription-free Network Security, VPN, AiMesh Compatible", "asin": "B0BQ417K47", "price": "$195.76"},
{"title": "ASUS RT-AXE7800 Tri-band WiFi 6E (802.11ax) Router, 6GHz Band, ASUS Safe Browsing, Upgraded Network Security, Instant Guard, Built-in VPN Features, Parental Controls, 2.5G Port, AiMesh Support", "asin": "B0BLGGN4Z9", "price": "$229.99"}]
<|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": "2025-04-13T05:34:57.418Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:46.070Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:50:58.581Z\", \"action\": \"purchase\", \"action_argument\": \"B09NVPJ9ZG\"}\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.371Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.389Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.721Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.739Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:18.279Z\", \"action\": \"purchase\", \"action_argument\": \"B0C36K8SJJ, B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\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\": \"wifi 6e router\"}],\n\"cart_items\": [{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"quantity\": \"1\"},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$33.36\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Deco AXE4900 Tri-Band WiFi 6E Mesh WiFi System (Deco XE70 Pro) - 2.5G WAN/LAN Ports, 4.9 Gbps Wi-Fi 7,200 Sq. Ft Coverage, Connect up to 200 Devices, New 6 GHz Band, 3-Pack 2024 Release\", \"asin\": \"B0CZ7NQR5B\", \"price\": \"$239.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices\", \"asin\": \"B0B1LZMH78\", \"price\": \"$239.97\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk 6-Stream Dual-Band WiFi 6 Router (RAX54S) \\u2013 Security Features, AX5400 Wireless Speed, Up to 5.4 Gbps, Covers up to 2,500 sq. ft., 25 Devices - 1-Year Armor Subscription Included\", \"asin\": \"B0CW6LCZH2\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Orbi Whole Home Tri-Band WiFi 6 Mesh Network System (RBK752P) \\u2013 Router with 1 Satellite Extender, Security Features, Coverage up to 5,000 sq. ft., 75 Devices, AX5200 802.11ax (Up to 5.2Gbps)\", \"asin\": \"B0CY6LPDVX\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Deco AXE4900 Tri-Band WiFi 6E Mesh WiFi System (Deco XE70 Pro) - 2.5G WAN/LAN Ports, 4.9 Gbps Wi-Fi 7,200 Sq. Ft Coverage, Connect up to 200 Devices, New 6 GHz Band, 3-Pack 2024 Release\", \"asin\": \"B0CZ7NQR5B\", \"price\": \"$239.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices\", \"asin\": \"B0B1LZMH78\", \"price\": \"$239.97\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk 6-Stream Dual-Band WiFi 6 Router (RAX54S) \\u2013 Security Features, AX5400 Wireless Speed, Up to 5.4 Gbps, Covers up to 2,500 sq. ft., 25 Devices - 1-Year Armor Subscription Included\", \"asin\": \"B0CW6LCZH2\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Orbi 970 Series Quad-Band WiFi 7 Mesh Network System (RBE973S), Router + 2 Satellite Extenders, Security Features, Up to 27Gbps, Covers Up to 10,000 sq. ft., 200 Devices, 10 Gig Internet Port\", \"asin\": \"B0CGJGXFCS\", \"price\": \"$1,999.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Like-New Amazon eero Pro 6E mesh wifi router (newest model) - Supports internet plans up to 2.5 Gbps, Coverage up to 2,000 sq. ft., Connect 100+ devices, 1-pack\", \"asin\": \"B0B64GXTVL\", \"price\": \"$224.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices\", \"asin\": \"B0B1LZMH78\", \"price\": \"$239.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"TP-Link Dual-Band BE3600 Wi-Fi 7 Router Archer BE230 | 4-Stream 3.6 Gbps | 2\\u00d72.5G + 3\\u00d71G Ports, USB 3.0, 2.0 GHz Quad Core, 4 Antennas | VPN Clients & Server | EasyMesh, HomeShield, MLO, Private IOT\", \"asin\": \"B0DC99N2T8\", \"price\": \"$119.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"ASUS RT-AXE7800 Tri-band WiFi 6E (802.11ax) Router, 6GHz Band, ASUS Safe Browsing, Upgraded Network Security, Instant Guard, Built-in VPN Features, Parental Controls, 2.5G Port, AiMesh Support\", \"asin\": \"B0BLGGN4Z9\", \"price\": \"$229.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Amazon eero Pro 6E mesh wifi router - Supports internet plans up to 2.5 Gbps, Coverage up to 2,000 sq. ft., Connect 100+ devices, 1-pack\", \"asin\": \"B091G65HH6\", \"price\": \"$249.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support\", \"asin\": \"B0CJSNSVMR\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"TP-Link Deco AXE5400 Tri-Band WiFi 6E Mesh System(Deco XE75 Pro) - 2.5G WAN/LAN Port, Covers up to 5500 Sq.Ft, Replaces WiFi Router and Extender, AI-Driven Mesh, New 6GHz Band, 2-Pack\", \"asin\": \"B0B89L8QKZ\", \"price\": \"$149.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"TP-Link Deco AXE4900 Tri-Band WiFi 6E Mesh WiFi Router (Deco XE70 Pro) - 1 x 2.5bps WAN/LAN Port, 2 x 1 Gbps LAN Ports, 4.9 Gbps Wi-Fi 2,900 Sq. Ft Coverage, Connect up to 200 Devices 2024 Release\", \"asin\": \"B0CZ7LYHLG\", \"price\": \"$99.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS280S) - Security Features, BE9200 Wireless Speed (up to 9.2 Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port \\u2013 Includes 1-Year Armor\", \"asin\": \"B0DGPLBRDQ\", \"price\": \"$209.65\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Amazon eero 6+ mesh wifi system - Supports internet plans up to a Gigabit, Coverage up to 4,500 sq. ft., Connect 75+ devices, 3-pack\", \"asin\": \"B08ZK2BHP2\", \"price\": \"$299.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"TP-Link Deco AXE5400 Tri-Band WiFi 6E Mesh System(Deco XE75) - Covers up to 5500 Sq.Ft, Replaces WiFi Router and Extender, AI-Driven Mesh, New 6GHz Band, 2-Pack\", \"asin\": \"B09VW5JHPH\", \"price\": \"$169.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security\", \"asin\": \"B0DVBP5L6Y\", \"price\": \"$166.44\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"TP-Link AX1800 WiFi 6 Router V4 (Archer AX21) - Dual Band Wireless Internet, Gigabit, Easy Mesh, Works With Alexa - A Certified for Humans Device\", \"asin\": \"B08H8ZLKKK\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Amazon eero Pro 6E mesh wifi router - Supports internet plans up to 2.5 Gbps, Coverage up to 2,000 sq. ft., Connect 100+ devices, 1-pack\", \"asin\": \"B091G65HH6\", \"price\": \"$249.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices\", \"asin\": \"B0B1LZMH78\", \"price\": \"$239.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Linksys Hydra Pro Mesh WiFi 6E Router MR7500 Tri-Band WiFi Mesh Router AXE 6600 For Wireless Internet For The Home, Work, And Guest House - Connect 55+ Devices, 2,700 Sq Ft\", \"asin\": \"B09DRDWXWF\", \"price\": \"$154.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE300) | AXE7800 Tri-Band Wireless Gigabit Speed (Up to 7.8Gbps) | New 6GHz Band | 8-Streams Cover up to 2,500 sq. ft, 40 Devices (Renewed)\", \"asin\": \"B0BVKSJTGP\", \"price\": \"$128.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"ASUS RT-AX86U Pro (AX5700) Dual Band WiFi 6 Extendable Gaming Router, 2.5G Port, Gaming Port, Mobile Game Mode, Port Forwarding, Subscription-free Network Security, VPN, AiMesh Compatible\", \"asin\": \"B0BQ417K47\", \"price\": \"$195.76\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"MSI Radix AXE6600 WiFi 6E Tri-Band Gaming Router, AI QoS, RGB, 1.8GHz Quad-Core Processor, MU-MIMO, Gigabit Wireless, 8-Stream, High Speed Long Range\", \"asin\": \"B0BTQ637LJ\", \"price\": \"$114.82\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Introducing Amazon eero Pro 7 tri-band mesh Wi-Fi 7 router (newest model) - Supports internet plans up to 5 Gbps, Coverage up to 2,000 sq. ft., 1-pack\", \"asin\": \"B0C6RBS846\", \"price\": \"$299.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T05:36:04.658Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
<|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": "wifi 6e router"}],
"cart_items": [{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": "1"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$33.36", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"promotion_items": [{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": ""},
{"title": "TP-Link Deco AXE4900 Tri-Band WiFi 6E Mesh WiFi System (Deco XE70 Pro) - 2.5G WAN/LAN Ports, 4.9 Gbps Wi-Fi 7,200 Sq. Ft Coverage, Connect up to 200 Devices, New 6 GHz Band, 3-Pack 2024 Release", "asin": "B0CZ7NQR5B", "price": "$239.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97", "quantity": ""},
{"title": "NETGEAR Nighthawk 6-Stream Dual-Band WiFi 6 Router (RAX54S) \u2013 Security Features, AX5400 Wireless Speed, Up to 5.4 Gbps, Covers up to 2,500 sq. ft., 25 Devices - 1-Year Armor Subscription Included", "asin": "B0CW6LCZH2", "price": "$159.99", "quantity": ""},
{"title": "NETGEAR Orbi Whole Home Tri-Band WiFi 6 Mesh Network System (RBK752P) \u2013 Router with 1 Satellite Extender, Security Features, Coverage up to 5,000 sq. ft., 75 Devices, AX5200 802.11ax (Up to 5.2Gbps)", "asin": "B0CY6LPDVX", "price": "$299.99", "quantity": ""},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": ""},
{"title": "TP-Link Deco AXE4900 Tri-Band WiFi 6E Mesh WiFi System (Deco XE70 Pro) - 2.5G WAN/LAN Ports, 4.9 Gbps Wi-Fi 7,200 Sq. Ft Coverage, Connect up to 200 Devices, New 6 GHz Band, 3-Pack 2024 Release", "asin": "B0CZ7NQR5B", "price": "$239.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97", "quantity": ""},
{"title": "NETGEAR Nighthawk 6-Stream Dual-Band WiFi 6 Router (RAX54S) \u2013 Security Features, AX5400 Wireless Speed, Up to 5.4 Gbps, Covers up to 2,500 sq. ft., 25 Devices - 1-Year Armor Subscription Included", "asin": "B0CW6LCZH2", "price": "$159.99", "quantity": ""},
{"title": "NETGEAR Orbi 970 Series Quad-Band WiFi 7 Mesh Network System (RBE973S), Router + 2 Satellite Extenders, Security Features, Up to 27Gbps, Covers Up to 10,000 sq. ft., 200 Devices, 10 Gig Internet Port", "asin": "B0CGJGXFCS", "price": "$1,999.99", "quantity": ""}],
"search_results": [{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Like-New Amazon eero Pro 6E mesh wifi router (newest model) - Supports internet plans up to 2.5 Gbps, Coverage up to 2,000 sq. ft., Connect 100+ devices, 1-pack", "asin": "B0B64GXTVL", "price": "$224.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TP-Link Dual-Band BE3600 Wi-Fi 7 Router Archer BE230 | 4-Stream 3.6 Gbps | 2\u00d72.5G + 3\u00d71G Ports, USB 3.0, 2.0 GHz Quad Core, 4 Antennas | VPN Clients & Server | EasyMesh, HomeShield, MLO, Private IOT", "asin": "B0DC99N2T8", "price": "$119.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "ASUS RT-AXE7800 Tri-band WiFi 6E (802.11ax) Router, 6GHz Band, ASUS Safe Browsing, Upgraded Network Security, Instant Guard, Built-in VPN Features, Parental Controls, 2.5G Port, AiMesh Support", "asin": "B0BLGGN4Z9", "price": "$229.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Amazon eero Pro 6E mesh wifi router - Supports internet plans up to 2.5 Gbps, Coverage up to 2,000 sq. ft., Connect 100+ devices, 1-pack", "asin": "B091G65HH6", "price": "$249.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TP-Link Deco AXE5400 Tri-Band WiFi 6E Mesh System(Deco XE75 Pro) - 2.5G WAN/LAN Port, Covers up to 5500 Sq.Ft, Replaces WiFi Router and Extender, AI-Driven Mesh, New 6GHz Band, 2-Pack", "asin": "B0B89L8QKZ", "price": "$149.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TP-Link Deco AXE4900 Tri-Band WiFi 6E Mesh WiFi Router (Deco XE70 Pro) - 1 x 2.5bps WAN/LAN Port, 2 x 1 Gbps LAN Ports, 4.9 Gbps Wi-Fi 2,900 Sq. Ft Coverage, Connect up to 200 Devices 2024 Release", "asin": "B0CZ7LYHLG", "price": "$99.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS280S) - Security Features, BE9200 Wireless Speed (up to 9.2 Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port \u2013 Includes 1-Year Armor", "asin": "B0DGPLBRDQ", "price": "$209.65", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Amazon eero 6+ mesh wifi system - Supports internet plans up to a Gigabit, Coverage up to 4,500 sq. ft., Connect 75+ devices, 3-pack", "asin": "B08ZK2BHP2", "price": "$299.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TP-Link Deco AXE5400 Tri-Band WiFi 6E Mesh System(Deco XE75) - Covers up to 5500 Sq.Ft, Replaces WiFi Router and Extender, AI-Driven Mesh, New 6GHz Band, 2-Pack", "asin": "B09VW5JHPH", "price": "$169.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security", "asin": "B0DVBP5L6Y", "price": "$166.44", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TP-Link AX1800 WiFi 6 Router V4 (Archer AX21) - Dual Band Wireless Internet, Gigabit, Easy Mesh, Works With Alexa - A Certified for Humans Device", "asin": "B08H8ZLKKK", "price": "$59.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Amazon eero Pro 6E mesh wifi router - Supports internet plans up to 2.5 Gbps, Coverage up to 2,000 sq. ft., Connect 100+ devices, 1-pack", "asin": "B091G65HH6", "price": "$249.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Linksys Hydra Pro Mesh WiFi 6E Router MR7500 Tri-Band WiFi Mesh Router AXE 6600 For Wireless Internet For The Home, Work, And Guest House - Connect 55+ Devices, 2,700 Sq Ft", "asin": "B09DRDWXWF", "price": "$154.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE300) | AXE7800 Tri-Band Wireless Gigabit Speed (Up to 7.8Gbps) | New 6GHz Band | 8-Streams Cover up to 2,500 sq. ft, 40 Devices (Renewed)", "asin": "B0BVKSJTGP", "price": "$128.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "ASUS RT-AX86U Pro (AX5700) Dual Band WiFi 6 Extendable Gaming Router, 2.5G Port, Gaming Port, Mobile Game Mode, Port Forwarding, Subscription-free Network Security, VPN, AiMesh Compatible", "asin": "B0BQ417K47", "price": "$195.76", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "MSI Radix AXE6600 WiFi 6E Tri-Band Gaming Router, AI QoS, RGB, 1.8GHz Quad-Core Processor, MU-MIMO, Gigabit Wireless, 8-Stream, High Speed Long Range", "asin": "B0BTQ637LJ", "price": "$114.82", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Introducing Amazon eero Pro 7 tri-band mesh Wi-Fi 7 router (newest model) - Supports internet plans up to 5 Gbps, Coverage up to 2,000 sq. ft., 1-pack", "asin": "B0C6RBS846", "price": "$299.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:36:04.658Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T05:36:04.658Z
|
click
|
page_related
|
rule
|
2025-04-13T05:36:04.658Z
|
click
|
page_related
|
train
| 348 |
2025-04-13T05:36:04.658Z
|
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": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
<|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": "wifi 6e router"}],
"cart_items": [{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": "1"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$33.36", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"promotion_items": [{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": ""},
{"title": "TP-Link Deco AXE4900 Tri-Band WiFi 6E Mesh WiFi System (Deco XE70 Pro) - 2.5G WAN/LAN Ports, 4.9 Gbps Wi-Fi 7,200 Sq. Ft Coverage, Connect up to 200 Devices, New 6 GHz Band, 3-Pack 2024 Release", "asin": "B0CZ7NQR5B", "price": "$239.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97", "quantity": ""},
{"title": "NETGEAR Nighthawk 6-Stream Dual-Band WiFi 6 Router (RAX54S) \u2013 Security Features, AX5400 Wireless Speed, Up to 5.4 Gbps, Covers up to 2,500 sq. ft., 25 Devices - 1-Year Armor Subscription Included", "asin": "B0CW6LCZH2", "price": "$159.99", "quantity": ""},
{"title": "NETGEAR Orbi Whole Home Tri-Band WiFi 6 Mesh Network System (RBK752P) \u2013 Router with 1 Satellite Extender, Security Features, Coverage up to 5,000 sq. ft., 75 Devices, AX5200 802.11ax (Up to 5.2Gbps)", "asin": "B0CY6LPDVX", "price": "$299.99", "quantity": ""},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": ""},
{"title": "TP-Link Deco AXE4900 Tri-Band WiFi 6E Mesh WiFi System (Deco XE70 Pro) - 2.5G WAN/LAN Ports, 4.9 Gbps Wi-Fi 7,200 Sq. Ft Coverage, Connect up to 200 Devices, New 6 GHz Band, 3-Pack 2024 Release", "asin": "B0CZ7NQR5B", "price": "$239.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97", "quantity": ""},
{"title": "NETGEAR Nighthawk 6-Stream Dual-Band WiFi 6 Router (RAX54S) \u2013 Security Features, AX5400 Wireless Speed, Up to 5.4 Gbps, Covers up to 2,500 sq. ft., 25 Devices - 1-Year Armor Subscription Included", "asin": "B0CW6LCZH2", "price": "$159.99", "quantity": ""},
{"title": "NETGEAR Orbi 970 Series Quad-Band WiFi 7 Mesh Network System (RBE973S), Router + 2 Satellite Extenders, Security Features, Up to 27Gbps, Covers Up to 10,000 sq. ft., 200 Devices, 10 Gig Internet Port", "asin": "B0CGJGXFCS", "price": "$1,999.99", "quantity": ""}],
"search_results": [{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Like-New Amazon eero Pro 6E mesh wifi router (newest model) - Supports internet plans up to 2.5 Gbps, Coverage up to 2,000 sq. ft., Connect 100+ devices, 1-pack", "asin": "B0B64GXTVL", "price": "$224.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TP-Link Dual-Band BE3600 Wi-Fi 7 Router Archer BE230 | 4-Stream 3.6 Gbps | 2\u00d72.5G + 3\u00d71G Ports, USB 3.0, 2.0 GHz Quad Core, 4 Antennas | VPN Clients & Server | EasyMesh, HomeShield, MLO, Private IOT", "asin": "B0DC99N2T8", "price": "$119.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "ASUS RT-AXE7800 Tri-band WiFi 6E (802.11ax) Router, 6GHz Band, ASUS Safe Browsing, Upgraded Network Security, Instant Guard, Built-in VPN Features, Parental Controls, 2.5G Port, AiMesh Support", "asin": "B0BLGGN4Z9", "price": "$229.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Amazon eero Pro 6E mesh wifi router - Supports internet plans up to 2.5 Gbps, Coverage up to 2,000 sq. ft., Connect 100+ devices, 1-pack", "asin": "B091G65HH6", "price": "$249.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TP-Link Deco AXE5400 Tri-Band WiFi 6E Mesh System(Deco XE75 Pro) - 2.5G WAN/LAN Port, Covers up to 5500 Sq.Ft, Replaces WiFi Router and Extender, AI-Driven Mesh, New 6GHz Band, 2-Pack", "asin": "B0B89L8QKZ", "price": "$149.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TP-Link Deco AXE4900 Tri-Band WiFi 6E Mesh WiFi Router (Deco XE70 Pro) - 1 x 2.5bps WAN/LAN Port, 2 x 1 Gbps LAN Ports, 4.9 Gbps Wi-Fi 2,900 Sq. Ft Coverage, Connect up to 200 Devices 2024 Release", "asin": "B0CZ7LYHLG", "price": "$99.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS280S) - Security Features, BE9200 Wireless Speed (up to 9.2 Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port \u2013 Includes 1-Year Armor", "asin": "B0DGPLBRDQ", "price": "$209.65", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Amazon eero 6+ mesh wifi system - Supports internet plans up to a Gigabit, Coverage up to 4,500 sq. ft., Connect 75+ devices, 3-pack", "asin": "B08ZK2BHP2", "price": "$299.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TP-Link Deco AXE5400 Tri-Band WiFi 6E Mesh System(Deco XE75) - Covers up to 5500 Sq.Ft, Replaces WiFi Router and Extender, AI-Driven Mesh, New 6GHz Band, 2-Pack", "asin": "B09VW5JHPH", "price": "$169.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security", "asin": "B0DVBP5L6Y", "price": "$166.44", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TP-Link AX1800 WiFi 6 Router V4 (Archer AX21) - Dual Band Wireless Internet, Gigabit, Easy Mesh, Works With Alexa - A Certified for Humans Device", "asin": "B08H8ZLKKK", "price": "$59.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Amazon eero Pro 6E mesh wifi router - Supports internet plans up to 2.5 Gbps, Coverage up to 2,000 sq. ft., Connect 100+ devices, 1-pack", "asin": "B091G65HH6", "price": "$249.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Linksys Hydra Pro Mesh WiFi 6E Router MR7500 Tri-Band WiFi Mesh Router AXE 6600 For Wireless Internet For The Home, Work, And Guest House - Connect 55+ Devices, 2,700 Sq Ft", "asin": "B09DRDWXWF", "price": "$154.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE300) | AXE7800 Tri-Band Wireless Gigabit Speed (Up to 7.8Gbps) | New 6GHz Band | 8-Streams Cover up to 2,500 sq. ft, 40 Devices (Renewed)", "asin": "B0BVKSJTGP", "price": "$128.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "ASUS RT-AX86U Pro (AX5700) Dual Band WiFi 6 Extendable Gaming Router, 2.5G Port, Gaming Port, Mobile Game Mode, Port Forwarding, Subscription-free Network Security, VPN, AiMesh Compatible", "asin": "B0BQ417K47", "price": "$195.76", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "MSI Radix AXE6600 WiFi 6E Tri-Band Gaming Router, AI QoS, RGB, 1.8GHz Quad-Core Processor, MU-MIMO, Gigabit Wireless, 8-Stream, High Speed Long Range", "asin": "B0BTQ637LJ", "price": "$114.82", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Introducing Amazon eero Pro 7 tri-band mesh Wi-Fi 7 router (newest model) - Supports internet plans up to 5 Gbps, Coverage up to 2,000 sq. ft., 1-pack", "asin": "B0C6RBS846", "price": "$299.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:36:04.658Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T17:23:00.405Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:03.503Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T17:23:13.604Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLBTPDCS\"}\n{\"timestamp\": \"2025-04-01T17:23:35.661Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:40.626Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:48.849Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T17:23:54.591Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:46.070Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:50:58.581Z\", \"action\": \"purchase\", \"action_argument\": \"B09NVPJ9ZG\"}\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.371Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.389Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.721Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.739Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:18.279Z\", \"action\": \"purchase\", \"action_argument\": \"B0C36K8SJJ, B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"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\": \"wifi 6e router\"}],\n\"cart_items\": [{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"quantity\": \"1\"},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$33.36\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Deco AXE4900 Tri-Band WiFi 6E Mesh WiFi System (Deco XE70 Pro) - 2.5G WAN/LAN Ports, 4.9 Gbps Wi-Fi 7,200 Sq. Ft Coverage, Connect up to 200 Devices, New 6 GHz Band, 3-Pack 2024 Release\", \"asin\": \"B0CZ7NQR5B\", \"price\": \"$239.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices\", \"asin\": \"B0B1LZMH78\", \"price\": \"$239.97\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk 6-Stream Dual-Band WiFi 6 Router (RAX54S) \\u2013 Security Features, AX5400 Wireless Speed, Up to 5.4 Gbps, Covers up to 2,500 sq. ft., 25 Devices - 1-Year Armor Subscription Included\", \"asin\": \"B0CW6LCZH2\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Orbi Whole Home Tri-Band WiFi 6 Mesh Network System (RBK752P) \\u2013 Router with 1 Satellite Extender, Security Features, Coverage up to 5,000 sq. ft., 75 Devices, AX5200 802.11ax (Up to 5.2Gbps)\", \"asin\": \"B0CY6LPDVX\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Deco AXE4900 Tri-Band WiFi 6E Mesh WiFi System (Deco XE70 Pro) - 2.5G WAN/LAN Ports, 4.9 Gbps Wi-Fi 7,200 Sq. Ft Coverage, Connect up to 200 Devices, New 6 GHz Band, 3-Pack 2024 Release\", \"asin\": \"B0CZ7NQR5B\", \"price\": \"$239.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices\", \"asin\": \"B0B1LZMH78\", \"price\": \"$239.97\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk 6-Stream Dual-Band WiFi 6 Router (RAX54S) \\u2013 Security Features, AX5400 Wireless Speed, Up to 5.4 Gbps, Covers up to 2,500 sq. ft., 25 Devices - 1-Year Armor Subscription Included\", \"asin\": \"B0CW6LCZH2\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Orbi 970 Series Quad-Band WiFi 7 Mesh Network System (RBE973S), Router + 2 Satellite Extenders, Security Features, Up to 27Gbps, Covers Up to 10,000 sq. ft., 200 Devices, 10 Gig Internet Port\", \"asin\": \"B0CGJGXFCS\", \"price\": \"$1,999.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Like-New Amazon eero Pro 6E mesh wifi router (newest model) - Supports internet plans up to 2.5 Gbps, Coverage up to 2,000 sq. ft., Connect 100+ devices, 1-pack\", \"asin\": \"B0B64GXTVL\", \"price\": \"$224.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices\", \"asin\": \"B0B1LZMH78\", \"price\": \"$239.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"TP-Link Dual-Band BE3600 Wi-Fi 7 Router Archer BE230 | 4-Stream 3.6 Gbps | 2\\u00d72.5G + 3\\u00d71G Ports, USB 3.0, 2.0 GHz Quad Core, 4 Antennas | VPN Clients & Server | EasyMesh, HomeShield, MLO, Private IOT\", \"asin\": \"B0DC99N2T8\", \"price\": \"$119.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"ASUS RT-AXE7800 Tri-band WiFi 6E (802.11ax) Router, 6GHz Band, ASUS Safe Browsing, Upgraded Network Security, Instant Guard, Built-in VPN Features, Parental Controls, 2.5G Port, AiMesh Support\", \"asin\": \"B0BLGGN4Z9\", \"price\": \"$229.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Amazon eero Pro 6E mesh wifi router - Supports internet plans up to 2.5 Gbps, Coverage up to 2,000 sq. ft., Connect 100+ devices, 1-pack\", \"asin\": \"B091G65HH6\", \"price\": \"$249.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support\", \"asin\": \"B0CJSNSVMR\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"TP-Link Deco AXE5400 Tri-Band WiFi 6E Mesh System(Deco XE75 Pro) - 2.5G WAN/LAN Port, Covers up to 5500 Sq.Ft, Replaces WiFi Router and Extender, AI-Driven Mesh, New 6GHz Band, 2-Pack\", \"asin\": \"B0B89L8QKZ\", \"price\": \"$149.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"TP-Link Deco AXE4900 Tri-Band WiFi 6E Mesh WiFi Router (Deco XE70 Pro) - 1 x 2.5bps WAN/LAN Port, 2 x 1 Gbps LAN Ports, 4.9 Gbps Wi-Fi 2,900 Sq. Ft Coverage, Connect up to 200 Devices 2024 Release\", \"asin\": \"B0CZ7LYHLG\", \"price\": \"$99.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS280S) - Security Features, BE9200 Wireless Speed (up to 9.2 Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port \\u2013 Includes 1-Year Armor\", \"asin\": \"B0DGPLBRDQ\", \"price\": \"$209.65\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Amazon eero 6+ mesh wifi system - Supports internet plans up to a Gigabit, Coverage up to 4,500 sq. ft., Connect 75+ devices, 3-pack\", \"asin\": \"B08ZK2BHP2\", \"price\": \"$299.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"TP-Link Deco AXE5400 Tri-Band WiFi 6E Mesh System(Deco XE75) - Covers up to 5500 Sq.Ft, Replaces WiFi Router and Extender, AI-Driven Mesh, New 6GHz Band, 2-Pack\", \"asin\": \"B09VW5JHPH\", \"price\": \"$169.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security\", \"asin\": \"B0DVBP5L6Y\", \"price\": \"$166.44\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"TP-Link AX1800 WiFi 6 Router V4 (Archer AX21) - Dual Band Wireless Internet, Gigabit, Easy Mesh, Works With Alexa - A Certified for Humans Device\", \"asin\": \"B08H8ZLKKK\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Amazon eero Pro 6E mesh wifi router - Supports internet plans up to 2.5 Gbps, Coverage up to 2,000 sq. ft., Connect 100+ devices, 1-pack\", \"asin\": \"B091G65HH6\", \"price\": \"$249.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices\", \"asin\": \"B0B1LZMH78\", \"price\": \"$239.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Linksys Hydra Pro Mesh WiFi 6E Router MR7500 Tri-Band WiFi Mesh Router AXE 6600 For Wireless Internet For The Home, Work, And Guest House - Connect 55+ Devices, 2,700 Sq Ft\", \"asin\": \"B09DRDWXWF\", \"price\": \"$154.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE300) | AXE7800 Tri-Band Wireless Gigabit Speed (Up to 7.8Gbps) | New 6GHz Band | 8-Streams Cover up to 2,500 sq. ft, 40 Devices (Renewed)\", \"asin\": \"B0BVKSJTGP\", \"price\": \"$128.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"ASUS RT-AX86U Pro (AX5700) Dual Band WiFi 6 Extendable Gaming Router, 2.5G Port, Gaming Port, Mobile Game Mode, Port Forwarding, Subscription-free Network Security, VPN, AiMesh Compatible\", \"asin\": \"B0BQ417K47\", \"price\": \"$195.76\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"MSI Radix AXE6600 WiFi 6E Tri-Band Gaming Router, AI QoS, RGB, 1.8GHz Quad-Core Processor, MU-MIMO, Gigabit Wireless, 8-Stream, High Speed Long Range\", \"asin\": \"B0BTQ637LJ\", \"price\": \"$114.82\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Introducing Amazon eero Pro 7 tri-band mesh Wi-Fi 7 router (newest model) - Supports internet plans up to 5 Gbps, Coverage up to 2,000 sq. ft., 1-pack\", \"asin\": \"B0C6RBS846\", \"price\": \"$299.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T05:38:31.905Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:36:04.658Z", "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": "wifi 6e router"}],
"cart_items": [{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": "1"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$33.36", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"promotion_items": [{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": ""},
{"title": "TP-Link Deco AXE4900 Tri-Band WiFi 6E Mesh WiFi System (Deco XE70 Pro) - 2.5G WAN/LAN Ports, 4.9 Gbps Wi-Fi 7,200 Sq. Ft Coverage, Connect up to 200 Devices, New 6 GHz Band, 3-Pack 2024 Release", "asin": "B0CZ7NQR5B", "price": "$239.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97", "quantity": ""},
{"title": "NETGEAR Nighthawk 6-Stream Dual-Band WiFi 6 Router (RAX54S) \u2013 Security Features, AX5400 Wireless Speed, Up to 5.4 Gbps, Covers up to 2,500 sq. ft., 25 Devices - 1-Year Armor Subscription Included", "asin": "B0CW6LCZH2", "price": "$159.99", "quantity": ""},
{"title": "NETGEAR Orbi Whole Home Tri-Band WiFi 6 Mesh Network System (RBK752P) \u2013 Router with 1 Satellite Extender, Security Features, Coverage up to 5,000 sq. ft., 75 Devices, AX5200 802.11ax (Up to 5.2Gbps)", "asin": "B0CY6LPDVX", "price": "$299.99", "quantity": ""},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": ""},
{"title": "TP-Link Deco AXE4900 Tri-Band WiFi 6E Mesh WiFi System (Deco XE70 Pro) - 2.5G WAN/LAN Ports, 4.9 Gbps Wi-Fi 7,200 Sq. Ft Coverage, Connect up to 200 Devices, New 6 GHz Band, 3-Pack 2024 Release", "asin": "B0CZ7NQR5B", "price": "$239.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97", "quantity": ""},
{"title": "NETGEAR Nighthawk 6-Stream Dual-Band WiFi 6 Router (RAX54S) \u2013 Security Features, AX5400 Wireless Speed, Up to 5.4 Gbps, Covers up to 2,500 sq. ft., 25 Devices - 1-Year Armor Subscription Included", "asin": "B0CW6LCZH2", "price": "$159.99", "quantity": ""},
{"title": "NETGEAR Orbi 970 Series Quad-Band WiFi 7 Mesh Network System (RBE973S), Router + 2 Satellite Extenders, Security Features, Up to 27Gbps, Covers Up to 10,000 sq. ft., 200 Devices, 10 Gig Internet Port", "asin": "B0CGJGXFCS", "price": "$1,999.99", "quantity": ""}],
"search_results": [{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Like-New Amazon eero Pro 6E mesh wifi router (newest model) - Supports internet plans up to 2.5 Gbps, Coverage up to 2,000 sq. ft., Connect 100+ devices, 1-pack", "asin": "B0B64GXTVL", "price": "$224.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TP-Link Dual-Band BE3600 Wi-Fi 7 Router Archer BE230 | 4-Stream 3.6 Gbps | 2\u00d72.5G + 3\u00d71G Ports, USB 3.0, 2.0 GHz Quad Core, 4 Antennas | VPN Clients & Server | EasyMesh, HomeShield, MLO, Private IOT", "asin": "B0DC99N2T8", "price": "$119.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "ASUS RT-AXE7800 Tri-band WiFi 6E (802.11ax) Router, 6GHz Band, ASUS Safe Browsing, Upgraded Network Security, Instant Guard, Built-in VPN Features, Parental Controls, 2.5G Port, AiMesh Support", "asin": "B0BLGGN4Z9", "price": "$229.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Amazon eero Pro 6E mesh wifi router - Supports internet plans up to 2.5 Gbps, Coverage up to 2,000 sq. ft., Connect 100+ devices, 1-pack", "asin": "B091G65HH6", "price": "$249.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TP-Link Deco AXE5400 Tri-Band WiFi 6E Mesh System(Deco XE75 Pro) - 2.5G WAN/LAN Port, Covers up to 5500 Sq.Ft, Replaces WiFi Router and Extender, AI-Driven Mesh, New 6GHz Band, 2-Pack", "asin": "B0B89L8QKZ", "price": "$149.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TP-Link Deco AXE4900 Tri-Band WiFi 6E Mesh WiFi Router (Deco XE70 Pro) - 1 x 2.5bps WAN/LAN Port, 2 x 1 Gbps LAN Ports, 4.9 Gbps Wi-Fi 2,900 Sq. Ft Coverage, Connect up to 200 Devices 2024 Release", "asin": "B0CZ7LYHLG", "price": "$99.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS280S) - Security Features, BE9200 Wireless Speed (up to 9.2 Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port \u2013 Includes 1-Year Armor", "asin": "B0DGPLBRDQ", "price": "$209.65", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Amazon eero 6+ mesh wifi system - Supports internet plans up to a Gigabit, Coverage up to 4,500 sq. ft., Connect 75+ devices, 3-pack", "asin": "B08ZK2BHP2", "price": "$299.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TP-Link Deco AXE5400 Tri-Band WiFi 6E Mesh System(Deco XE75) - Covers up to 5500 Sq.Ft, Replaces WiFi Router and Extender, AI-Driven Mesh, New 6GHz Band, 2-Pack", "asin": "B09VW5JHPH", "price": "$169.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security", "asin": "B0DVBP5L6Y", "price": "$166.44", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TP-Link AX1800 WiFi 6 Router V4 (Archer AX21) - Dual Band Wireless Internet, Gigabit, Easy Mesh, Works With Alexa - A Certified for Humans Device", "asin": "B08H8ZLKKK", "price": "$59.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Amazon eero Pro 6E mesh wifi router - Supports internet plans up to 2.5 Gbps, Coverage up to 2,000 sq. ft., Connect 100+ devices, 1-pack", "asin": "B091G65HH6", "price": "$249.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Linksys Hydra Pro Mesh WiFi 6E Router MR7500 Tri-Band WiFi Mesh Router AXE 6600 For Wireless Internet For The Home, Work, And Guest House - Connect 55+ Devices, 2,700 Sq Ft", "asin": "B09DRDWXWF", "price": "$154.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE300) | AXE7800 Tri-Band Wireless Gigabit Speed (Up to 7.8Gbps) | New 6GHz Band | 8-Streams Cover up to 2,500 sq. ft, 40 Devices (Renewed)", "asin": "B0BVKSJTGP", "price": "$128.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "ASUS RT-AX86U Pro (AX5700) Dual Band WiFi 6 Extendable Gaming Router, 2.5G Port, Gaming Port, Mobile Game Mode, Port Forwarding, Subscription-free Network Security, VPN, AiMesh Compatible", "asin": "B0BQ417K47", "price": "$195.76", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "MSI Radix AXE6600 WiFi 6E Tri-Band Gaming Router, AI QoS, RGB, 1.8GHz Quad-Core Processor, MU-MIMO, Gigabit Wireless, 8-Stream, High Speed Long Range", "asin": "B0BTQ637LJ", "price": "$114.82", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Introducing Amazon eero Pro 7 tri-band mesh Wi-Fi 7 router (newest model) - Supports internet plans up to 5 Gbps, Coverage up to 2,000 sq. ft., 1-pack", "asin": "B0C6RBS846", "price": "$299.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:38:31.905Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T05:38:31.905Z
|
click
|
cart_side_bar
|
rule
|
2025-04-13T05:38:31.905Z
|
click
|
cart_side_bar
|
train
| 349 |
2025-04-13T05:38:31.905Z
|
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": "2025-04-01T17:23:00.405Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:03.503Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T17:23:13.604Z", "action": "click_product", "action_argument": "B0DLBTPDCS"}
{"timestamp": "2025-04-01T17:23:35.661Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:40.626Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:48.849Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T17:23:54.591Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T05:36:04.658Z", "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": "wifi 6e router"}],
"cart_items": [{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": "1"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$33.36", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"promotion_items": [{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": ""},
{"title": "TP-Link Deco AXE4900 Tri-Band WiFi 6E Mesh WiFi System (Deco XE70 Pro) - 2.5G WAN/LAN Ports, 4.9 Gbps Wi-Fi 7,200 Sq. Ft Coverage, Connect up to 200 Devices, New 6 GHz Band, 3-Pack 2024 Release", "asin": "B0CZ7NQR5B", "price": "$239.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97", "quantity": ""},
{"title": "NETGEAR Nighthawk 6-Stream Dual-Band WiFi 6 Router (RAX54S) \u2013 Security Features, AX5400 Wireless Speed, Up to 5.4 Gbps, Covers up to 2,500 sq. ft., 25 Devices - 1-Year Armor Subscription Included", "asin": "B0CW6LCZH2", "price": "$159.99", "quantity": ""},
{"title": "NETGEAR Orbi Whole Home Tri-Band WiFi 6 Mesh Network System (RBK752P) \u2013 Router with 1 Satellite Extender, Security Features, Coverage up to 5,000 sq. ft., 75 Devices, AX5200 802.11ax (Up to 5.2Gbps)", "asin": "B0CY6LPDVX", "price": "$299.99", "quantity": ""},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": ""},
{"title": "TP-Link Deco AXE4900 Tri-Band WiFi 6E Mesh WiFi System (Deco XE70 Pro) - 2.5G WAN/LAN Ports, 4.9 Gbps Wi-Fi 7,200 Sq. Ft Coverage, Connect up to 200 Devices, New 6 GHz Band, 3-Pack 2024 Release", "asin": "B0CZ7NQR5B", "price": "$239.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97", "quantity": ""},
{"title": "NETGEAR Nighthawk 6-Stream Dual-Band WiFi 6 Router (RAX54S) \u2013 Security Features, AX5400 Wireless Speed, Up to 5.4 Gbps, Covers up to 2,500 sq. ft., 25 Devices - 1-Year Armor Subscription Included", "asin": "B0CW6LCZH2", "price": "$159.99", "quantity": ""},
{"title": "NETGEAR Orbi 970 Series Quad-Band WiFi 7 Mesh Network System (RBE973S), Router + 2 Satellite Extenders, Security Features, Up to 27Gbps, Covers Up to 10,000 sq. ft., 200 Devices, 10 Gig Internet Port", "asin": "B0CGJGXFCS", "price": "$1,999.99", "quantity": ""}],
"search_results": [{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Like-New Amazon eero Pro 6E mesh wifi router (newest model) - Supports internet plans up to 2.5 Gbps, Coverage up to 2,000 sq. ft., Connect 100+ devices, 1-pack", "asin": "B0B64GXTVL", "price": "$224.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TP-Link Dual-Band BE3600 Wi-Fi 7 Router Archer BE230 | 4-Stream 3.6 Gbps | 2\u00d72.5G + 3\u00d71G Ports, USB 3.0, 2.0 GHz Quad Core, 4 Antennas | VPN Clients & Server | EasyMesh, HomeShield, MLO, Private IOT", "asin": "B0DC99N2T8", "price": "$119.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "ASUS RT-AXE7800 Tri-band WiFi 6E (802.11ax) Router, 6GHz Band, ASUS Safe Browsing, Upgraded Network Security, Instant Guard, Built-in VPN Features, Parental Controls, 2.5G Port, AiMesh Support", "asin": "B0BLGGN4Z9", "price": "$229.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Amazon eero Pro 6E mesh wifi router - Supports internet plans up to 2.5 Gbps, Coverage up to 2,000 sq. ft., Connect 100+ devices, 1-pack", "asin": "B091G65HH6", "price": "$249.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TP-Link Deco AXE5400 Tri-Band WiFi 6E Mesh System(Deco XE75 Pro) - 2.5G WAN/LAN Port, Covers up to 5500 Sq.Ft, Replaces WiFi Router and Extender, AI-Driven Mesh, New 6GHz Band, 2-Pack", "asin": "B0B89L8QKZ", "price": "$149.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TP-Link Deco AXE4900 Tri-Band WiFi 6E Mesh WiFi Router (Deco XE70 Pro) - 1 x 2.5bps WAN/LAN Port, 2 x 1 Gbps LAN Ports, 4.9 Gbps Wi-Fi 2,900 Sq. Ft Coverage, Connect up to 200 Devices 2024 Release", "asin": "B0CZ7LYHLG", "price": "$99.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS280S) - Security Features, BE9200 Wireless Speed (up to 9.2 Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port \u2013 Includes 1-Year Armor", "asin": "B0DGPLBRDQ", "price": "$209.65", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Amazon eero 6+ mesh wifi system - Supports internet plans up to a Gigabit, Coverage up to 4,500 sq. ft., Connect 75+ devices, 3-pack", "asin": "B08ZK2BHP2", "price": "$299.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TP-Link Deco AXE5400 Tri-Band WiFi 6E Mesh System(Deco XE75) - Covers up to 5500 Sq.Ft, Replaces WiFi Router and Extender, AI-Driven Mesh, New 6GHz Band, 2-Pack", "asin": "B09VW5JHPH", "price": "$169.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security", "asin": "B0DVBP5L6Y", "price": "$166.44", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TP-Link AX1800 WiFi 6 Router V4 (Archer AX21) - Dual Band Wireless Internet, Gigabit, Easy Mesh, Works With Alexa - A Certified for Humans Device", "asin": "B08H8ZLKKK", "price": "$59.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Amazon eero Pro 6E mesh wifi router - Supports internet plans up to 2.5 Gbps, Coverage up to 2,000 sq. ft., Connect 100+ devices, 1-pack", "asin": "B091G65HH6", "price": "$249.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Linksys Hydra Pro Mesh WiFi 6E Router MR7500 Tri-Band WiFi Mesh Router AXE 6600 For Wireless Internet For The Home, Work, And Guest House - Connect 55+ Devices, 2,700 Sq Ft", "asin": "B09DRDWXWF", "price": "$154.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE300) | AXE7800 Tri-Band Wireless Gigabit Speed (Up to 7.8Gbps) | New 6GHz Band | 8-Streams Cover up to 2,500 sq. ft, 40 Devices (Renewed)", "asin": "B0BVKSJTGP", "price": "$128.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "ASUS RT-AX86U Pro (AX5700) Dual Band WiFi 6 Extendable Gaming Router, 2.5G Port, Gaming Port, Mobile Game Mode, Port Forwarding, Subscription-free Network Security, VPN, AiMesh Compatible", "asin": "B0BQ417K47", "price": "$195.76", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "MSI Radix AXE6600 WiFi 6E Tri-Band Gaming Router, AI QoS, RGB, 1.8GHz Quad-Core Processor, MU-MIMO, Gigabit Wireless, 8-Stream, High Speed Long Range", "asin": "B0BTQ637LJ", "price": "$114.82", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Introducing Amazon eero Pro 7 tri-band mesh Wi-Fi 7 router (newest model) - Supports internet plans up to 5 Gbps, Coverage up to 2,000 sq. ft., 1-pack", "asin": "B0C6RBS846", "price": "$299.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T05:38:31.905Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:46.070Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:50:58.581Z\", \"action\": \"purchase\", \"action_argument\": \"B09NVPJ9ZG\"}\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.371Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.389Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.721Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.739Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:18.279Z\", \"action\": \"purchase\", \"action_argument\": \"B0C36K8SJJ, B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T22:25:47.129Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T22:25:47.129Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T22:25:47.129Z
|
click
|
nav_bar
|
rule
|
2025-04-13T22:25:47.129Z
|
click
|
nav_bar
|
train
| 350 |
2025-04-13T22:25:47.129Z
|
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": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T22:25:47.129Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:46.070Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:50:58.581Z\", \"action\": \"purchase\", \"action_argument\": \"B09NVPJ9ZG\"}\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.371Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.389Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.721Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.739Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:18.279Z\", \"action\": \"purchase\", \"action_argument\": \"B0C36K8SJJ, B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"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\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"price\": \"$249.99\", \"quantity\": \"1\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices\", \"asin\": \"B0B1LZMH78\", \"price\": \"$239.97\", \"quantity\": \"1\"},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"quantity\": \"1\"},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$33.36\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0B1LZMH78\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices\"},\n{\"price\": \"$239.97\"},\n{\"bullet_list\": \"6GHz WiFi band dedicated to WiFi 6E devices including Samsung Galaxy S21 Ultra 5G. Enjoy 4K/8K video streaming, AR/VR gaming and HD videoconferencing Powerful 1.7GHz quad-core processor gives you exceptional 7.8Gbps WiFi speed, 6.5x faster than WiFi 5. Backward compatible for all WiFi devices on 2.4GHz and 5GHz bands Coverage up to 2,500 sq. ft. and 40 devices NETGEAR devices come with security measures built in as well as enhanced safety features and updates designed to help protect you and your family Replace your existing WiFi Router (separate modem or modem router required). Compatible with any Internet Service Provider plan up to 1 Gigabit including cable, satellite, fiber, DSL and more 4 x 1G and 1 x 2.5G Ethernet ports for computers, game consoles, streaming players and other wired devices NETGEAR Armor provides a powerful suite of tools to help keep you safe online, including enhanced protection against hackers, malware and identity theft, at home or on the go. Includes 30-day trial\"},\n{\"bullet_list\": \" Easily set up and manage your WiFi with the Nighthawk app Made for use in the U.S. only \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"WiFi 6E, 7.8Gbps\"}],\n\"promotion_items\": [{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"quantity\": \"\"},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE17000) \\u2013 Security Features, 17 Gbps Wireless Speed, 10 Gig Internet Port, Tri-Band Gaming Router, Covers 3,300 sq. ft., 150 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DW1TZL1L\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support\", \"asin\": \"B0CJSNSVMR\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Orbi 970 Series Quad-Band WiFi 7 Mesh Network System (RBE973S), Router + 2 Satellite Extenders, Security Features, Up to 27Gbps, Covers Up to 10,000 sq. ft., 200 Devices, 10 Gig Internet Port\", \"asin\": \"B0CGJGXFCS\", \"price\": \"$1,799.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS90) \\u2013 Security Features, BE3600 Wireless Speed (up to 3.6 Gbps) - Covers up to 2,000 sq. ft., 50 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DW27FNG3\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link AX5400 WiFi 6 Router (Archer AX73)- Dual Band Gigabit Wireless Internet Router, High-Speed ax Router for Streaming, Long Range Coverage\", \"asin\": \"B08TH4D3QV\", \"price\": \"$94.88\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Tri-Band BE15000 WiFi 7 Router Archer BE700 | 8-Stream 15Gbps | 1\\u00d710G+1\\u00d72.5G+2\\u00d71G Ports, USB 3.0 | 6 Internal Antennas | VPN Clients & Server | Easy-Mesh, HomeShield, MLO, Private IOT\", \"asin\": \"B0DGQVB7GH\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link AX5400 WiFi 6 Router (Archer AX73)- Dual Band Gigabit Wireless Internet Router, High-Speed ax Router for Streaming, Long Range Coverage\", \"asin\": \"B08TH4D3QV\", \"price\": \"$94.88\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Tri-Band BE19000 Wi-Fi 7 Gaming Router Archer GE800 | 12-Stream 19 Gbps | 2\\u00d710G + 4\\u00d72.5G Ports, USB 3.0 | Turbo Acceleration, Dedicated Gaming Port & Panel, RGB Lighting | EasyMesh, HomeShield\", \"asin\": \"B0D7MSQG4T\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Dual-Band BE3600 Wi-Fi 7 Router Archer BE230 | 4-Stream 3.6 Gbps | 2\\u00d72.5G + 3\\u00d71G Ports, USB 3.0, 2.0 GHz Quad Core, 4 Antennas | VPN Clients & Server | EasyMesh, HomeShield, MLO, Private IOT\", \"asin\": \"B0DC99N2T8\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support\", \"asin\": \"B0CJSNSVMR\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Dual-Band AX3000 Wi-Fi 6 Router Archer AX55 | Wireless Gigabit Internet Router for Home | EasyMesh Compatible | VPN Clients & Server | HomeShield, OFDMA, MU-MIMO | USB 3.0 | Secure by Design\", \"asin\": \"B09G5W9R6R\", \"price\": \"$71.99\", \"quantity\": \"\"},\n{\"title\": \"Gaming Router for PC & Consoles PS5, PS4, Xbox, Switch, etc |Free 90-Days GearUP Co...\", \"asin\": \"B0D4753HRX\", \"price\": \"$85.00\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6 Router (RAX120) 12-Stream Dual-Band Gigabit Router, AX6000 Wireless Speed (Up to 6 Gbps), Coverage Up to 3,500 sq.ft. and 30 Devices\", \"asin\": \"B07P3FGKYD\", \"price\": \"$187.49\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security\", \"asin\": \"B0DVBP5L6Y\", \"price\": \"$174.59\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"quantity\": \"\"},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support\", \"asin\": \"B0CJSNSVMR\", \"price\": \"$199.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices\", \"asin\": \"B0B1LZMH78\", \"price\": \"$239.97\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE300) | AXE7800 Tri-Band Wireless Gigabit Speed (Up to 7.8Gbps) | New 6GHz Band | 8-Streams Cover up to 2,500 sq. ft, 40 Devices (Renewed)\", \"asin\": \"B0BVKSJTGP\", \"price\": \"$128.99\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"price\": \"$299.97\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS500) \\u2013 Security Features, BE12000 Wireless Speed (up to 12Gbps) - Covers up to 3,000 sq. ft., 120 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG71H4GD\", \"price\": \"$349.98\"},\n{\"title\": \"ASUS RT-AX86U Pro (AX5700) Dual Band WiFi 6 Extendable Gaming Router, 2.5G Port, Gaming Port, Mobile Game Mode, Port Forwarding, Subscription-free Network Security, VPN, AiMesh Compatible\", \"asin\": \"B0BQ417K47\", \"price\": \"$195.99\"},\n{\"title\": \"ASUS RT-AXE7800 Tri-band WiFi 6E (802.11ax) Router, 6GHz Band, ASUS Safe Browsing, Upgraded Network Security, Instant Guard, Built-in VPN Features, Parental Controls, 2.5G Port, AiMesh Support\", \"asin\": \"B0BLGGN4Z9\", \"price\": \"$229.99\"}]\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\": \"2025-04-13T22:26:41.052Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T22:25:47.129Z", "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": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$249.99", "quantity": "1"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": "1"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$33.36", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B0B1LZMH78"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices"},
{"price": "$239.97"},
{"bullet_list": "6GHz WiFi band dedicated to WiFi 6E devices including Samsung Galaxy S21 Ultra 5G. Enjoy 4K/8K video streaming, AR/VR gaming and HD videoconferencing Powerful 1.7GHz quad-core processor gives you exceptional 7.8Gbps WiFi speed, 6.5x faster than WiFi 5. Backward compatible for all WiFi devices on 2.4GHz and 5GHz bands Coverage up to 2,500 sq. ft. and 40 devices NETGEAR devices come with security measures built in as well as enhanced safety features and updates designed to help protect you and your family Replace your existing WiFi Router (separate modem or modem router required). Compatible with any Internet Service Provider plan up to 1 Gigabit including cable, satellite, fiber, DSL and more 4 x 1G and 1 x 2.5G Ethernet ports for computers, game consoles, streaming players and other wired devices NETGEAR Armor provides a powerful suite of tools to help keep you safe online, including enhanced protection against hackers, malware and identity theft, at home or on the go. Includes 30-day trial"},
{"bullet_list": " Easily set up and manage your WiFi with the Nighthawk app Made for use in the U.S. only "}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "WiFi 6E, 7.8Gbps"}],
"promotion_items": [{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": ""},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": ""},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE17000) \u2013 Security Features, 17 Gbps Wireless Speed, 10 Gig Internet Port, Tri-Band Gaming Router, Covers 3,300 sq. ft., 150 Devices, Built-in VPN, USB 3.0", "asin": "B0DW1TZL1L", "price": "$399.99", "quantity": ""},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""},
{"title": "NETGEAR Orbi 970 Series Quad-Band WiFi 7 Mesh Network System (RBE973S), Router + 2 Satellite Extenders, Security Features, Up to 27Gbps, Covers Up to 10,000 sq. ft., 200 Devices, 10 Gig Internet Port", "asin": "B0CGJGXFCS", "price": "$1,799.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS90) \u2013 Security Features, BE3600 Wireless Speed (up to 3.6 Gbps) - Covers up to 2,000 sq. ft., 50 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DW27FNG3", "price": "$109.99", "quantity": ""},
{"title": "TP-Link AX5400 WiFi 6 Router (Archer AX73)- Dual Band Gigabit Wireless Internet Router, High-Speed ax Router for Streaming, Long Range Coverage", "asin": "B08TH4D3QV", "price": "$94.88", "quantity": ""},
{"title": "TP-Link Tri-Band BE15000 WiFi 7 Router Archer BE700 | 8-Stream 15Gbps | 1\u00d710G+1\u00d72.5G+2\u00d71G Ports, USB 3.0 | 6 Internal Antennas | VPN Clients & Server | Easy-Mesh, HomeShield, MLO, Private IOT", "asin": "B0DGQVB7GH", "price": "$299.99", "quantity": ""},
{"title": "TP-Link AX5400 WiFi 6 Router (Archer AX73)- Dual Band Gigabit Wireless Internet Router, High-Speed ax Router for Streaming, Long Range Coverage", "asin": "B08TH4D3QV", "price": "$94.88", "quantity": ""},
{"title": "TP-Link Tri-Band BE19000 Wi-Fi 7 Gaming Router Archer GE800 | 12-Stream 19 Gbps | 2\u00d710G + 4\u00d72.5G Ports, USB 3.0 | Turbo Acceleration, Dedicated Gaming Port & Panel, RGB Lighting | EasyMesh, HomeShield", "asin": "B0D7MSQG4T", "price": "$399.99", "quantity": ""},
{"title": "TP-Link Dual-Band BE3600 Wi-Fi 7 Router Archer BE230 | 4-Stream 3.6 Gbps | 2\u00d72.5G + 3\u00d71G Ports, USB 3.0, 2.0 GHz Quad Core, 4 Antennas | VPN Clients & Server | EasyMesh, HomeShield, MLO, Private IOT", "asin": "B0DC99N2T8", "price": "$119.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": ""},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": ""},
{"title": "TP-Link Dual-Band AX3000 Wi-Fi 6 Router Archer AX55 | Wireless Gigabit Internet Router for Home | EasyMesh Compatible | VPN Clients & Server | HomeShield, OFDMA, MU-MIMO | USB 3.0 | Secure by Design", "asin": "B09G5W9R6R", "price": "$71.99", "quantity": ""},
{"title": "Gaming Router for PC & Consoles PS5, PS4, Xbox, Switch, etc |Free 90-Days GearUP Co...", "asin": "B0D4753HRX", "price": "$85.00", "quantity": ""},
{"title": "NETGEAR Nighthawk WiFi 6 Router (RAX120) 12-Stream Dual-Band Gigabit Router, AX6000 Wireless Speed (Up to 6 Gbps), Coverage Up to 3,500 sq.ft. and 30 Devices", "asin": "B07P3FGKYD", "price": "$187.49", "quantity": ""},
{"title": "TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security", "asin": "B0DVBP5L6Y", "price": "$174.59", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": ""},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": ""},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""}],
"comparison_items": [{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE300) | AXE7800 Tri-Band Wireless Gigabit Speed (Up to 7.8Gbps) | New 6GHz Band | 8-Streams Cover up to 2,500 sq. ft, 40 Devices (Renewed)", "asin": "B0BVKSJTGP", "price": "$128.99"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS500) \u2013 Security Features, BE12000 Wireless Speed (up to 12Gbps) - Covers up to 3,000 sq. ft., 120 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG71H4GD", "price": "$349.98"},
{"title": "ASUS RT-AX86U Pro (AX5700) Dual Band WiFi 6 Extendable Gaming Router, 2.5G Port, Gaming Port, Mobile Game Mode, Port Forwarding, Subscription-free Network Security, VPN, AiMesh Compatible", "asin": "B0BQ417K47", "price": "$195.99"},
{"title": "ASUS RT-AXE7800 Tri-band WiFi 6E (802.11ax) Router, 6GHz Band, ASUS Safe Browsing, Upgraded Network Security, Instant Guard, Built-in VPN Features, Parental Controls, 2.5G Port, AiMesh Support", "asin": "B0BLGGN4Z9", "price": "$229.99"}]
<|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": "2025-04-13T22:26:41.052Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T22:26:41.052Z
|
click
|
page_related
|
rule
|
2025-04-13T22:26:41.052Z
|
click
|
page_related
|
train
| 351 |
2025-04-13T22:26:41.052Z
|
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": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T22:25:47.129Z", "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": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$249.99", "quantity": "1"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": "1"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$33.36", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B0B1LZMH78"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices"},
{"price": "$239.97"},
{"bullet_list": "6GHz WiFi band dedicated to WiFi 6E devices including Samsung Galaxy S21 Ultra 5G. Enjoy 4K/8K video streaming, AR/VR gaming and HD videoconferencing Powerful 1.7GHz quad-core processor gives you exceptional 7.8Gbps WiFi speed, 6.5x faster than WiFi 5. Backward compatible for all WiFi devices on 2.4GHz and 5GHz bands Coverage up to 2,500 sq. ft. and 40 devices NETGEAR devices come with security measures built in as well as enhanced safety features and updates designed to help protect you and your family Replace your existing WiFi Router (separate modem or modem router required). Compatible with any Internet Service Provider plan up to 1 Gigabit including cable, satellite, fiber, DSL and more 4 x 1G and 1 x 2.5G Ethernet ports for computers, game consoles, streaming players and other wired devices NETGEAR Armor provides a powerful suite of tools to help keep you safe online, including enhanced protection against hackers, malware and identity theft, at home or on the go. Includes 30-day trial"},
{"bullet_list": " Easily set up and manage your WiFi with the Nighthawk app Made for use in the U.S. only "}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "WiFi 6E, 7.8Gbps"}],
"promotion_items": [{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": ""},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": ""},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE17000) \u2013 Security Features, 17 Gbps Wireless Speed, 10 Gig Internet Port, Tri-Band Gaming Router, Covers 3,300 sq. ft., 150 Devices, Built-in VPN, USB 3.0", "asin": "B0DW1TZL1L", "price": "$399.99", "quantity": ""},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""},
{"title": "NETGEAR Orbi 970 Series Quad-Band WiFi 7 Mesh Network System (RBE973S), Router + 2 Satellite Extenders, Security Features, Up to 27Gbps, Covers Up to 10,000 sq. ft., 200 Devices, 10 Gig Internet Port", "asin": "B0CGJGXFCS", "price": "$1,799.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS90) \u2013 Security Features, BE3600 Wireless Speed (up to 3.6 Gbps) - Covers up to 2,000 sq. ft., 50 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DW27FNG3", "price": "$109.99", "quantity": ""},
{"title": "TP-Link AX5400 WiFi 6 Router (Archer AX73)- Dual Band Gigabit Wireless Internet Router, High-Speed ax Router for Streaming, Long Range Coverage", "asin": "B08TH4D3QV", "price": "$94.88", "quantity": ""},
{"title": "TP-Link Tri-Band BE15000 WiFi 7 Router Archer BE700 | 8-Stream 15Gbps | 1\u00d710G+1\u00d72.5G+2\u00d71G Ports, USB 3.0 | 6 Internal Antennas | VPN Clients & Server | Easy-Mesh, HomeShield, MLO, Private IOT", "asin": "B0DGQVB7GH", "price": "$299.99", "quantity": ""},
{"title": "TP-Link AX5400 WiFi 6 Router (Archer AX73)- Dual Band Gigabit Wireless Internet Router, High-Speed ax Router for Streaming, Long Range Coverage", "asin": "B08TH4D3QV", "price": "$94.88", "quantity": ""},
{"title": "TP-Link Tri-Band BE19000 Wi-Fi 7 Gaming Router Archer GE800 | 12-Stream 19 Gbps | 2\u00d710G + 4\u00d72.5G Ports, USB 3.0 | Turbo Acceleration, Dedicated Gaming Port & Panel, RGB Lighting | EasyMesh, HomeShield", "asin": "B0D7MSQG4T", "price": "$399.99", "quantity": ""},
{"title": "TP-Link Dual-Band BE3600 Wi-Fi 7 Router Archer BE230 | 4-Stream 3.6 Gbps | 2\u00d72.5G + 3\u00d71G Ports, USB 3.0, 2.0 GHz Quad Core, 4 Antennas | VPN Clients & Server | EasyMesh, HomeShield, MLO, Private IOT", "asin": "B0DC99N2T8", "price": "$119.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": ""},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": ""},
{"title": "TP-Link Dual-Band AX3000 Wi-Fi 6 Router Archer AX55 | Wireless Gigabit Internet Router for Home | EasyMesh Compatible | VPN Clients & Server | HomeShield, OFDMA, MU-MIMO | USB 3.0 | Secure by Design", "asin": "B09G5W9R6R", "price": "$71.99", "quantity": ""},
{"title": "Gaming Router for PC & Consoles PS5, PS4, Xbox, Switch, etc |Free 90-Days GearUP Co...", "asin": "B0D4753HRX", "price": "$85.00", "quantity": ""},
{"title": "NETGEAR Nighthawk WiFi 6 Router (RAX120) 12-Stream Dual-Band Gigabit Router, AX6000 Wireless Speed (Up to 6 Gbps), Coverage Up to 3,500 sq.ft. and 30 Devices", "asin": "B07P3FGKYD", "price": "$187.49", "quantity": ""},
{"title": "TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security", "asin": "B0DVBP5L6Y", "price": "$174.59", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": ""},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": ""},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""}],
"comparison_items": [{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE300) | AXE7800 Tri-Band Wireless Gigabit Speed (Up to 7.8Gbps) | New 6GHz Band | 8-Streams Cover up to 2,500 sq. ft, 40 Devices (Renewed)", "asin": "B0BVKSJTGP", "price": "$128.99"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS500) \u2013 Security Features, BE12000 Wireless Speed (up to 12Gbps) - Covers up to 3,000 sq. ft., 120 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG71H4GD", "price": "$349.98"},
{"title": "ASUS RT-AX86U Pro (AX5700) Dual Band WiFi 6 Extendable Gaming Router, 2.5G Port, Gaming Port, Mobile Game Mode, Port Forwarding, Subscription-free Network Security, VPN, AiMesh Compatible", "asin": "B0BQ417K47", "price": "$195.99"},
{"title": "ASUS RT-AXE7800 Tri-band WiFi 6E (802.11ax) Router, 6GHz Band, ASUS Safe Browsing, Upgraded Network Security, Instant Guard, Built-in VPN Features, Parental Controls, 2.5G Port, AiMesh Support", "asin": "B0BLGGN4Z9", "price": "$229.99"}]
<|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": "2025-04-13T22:26:41.052Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:46.070Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:50:58.581Z\", \"action\": \"purchase\", \"action_argument\": \"B09NVPJ9ZG\"}\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.371Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.389Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.721Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.739Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:18.279Z\", \"action\": \"purchase\", \"action_argument\": \"B0C36K8SJJ, B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"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\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"price\": \"$249.99\", \"quantity\": \"1\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices\", \"asin\": \"B0B1LZMH78\", \"price\": \"$239.97\", \"quantity\": \"1\"},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"quantity\": \"1\"},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$33.36\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0B1LZMH78\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices\"},\n{\"price\": \"$239.97\"},\n{\"bullet_list\": \"6GHz WiFi band dedicated to WiFi 6E devices including Samsung Galaxy S21 Ultra 5G. Enjoy 4K/8K video streaming, AR/VR gaming and HD videoconferencing Powerful 1.7GHz quad-core processor gives you exceptional 7.8Gbps WiFi speed, 6.5x faster than WiFi 5. Backward compatible for all WiFi devices on 2.4GHz and 5GHz bands Coverage up to 2,500 sq. ft. and 40 devices NETGEAR devices come with security measures built in as well as enhanced safety features and updates designed to help protect you and your family Replace your existing WiFi Router (separate modem or modem router required). Compatible with any Internet Service Provider plan up to 1 Gigabit including cable, satellite, fiber, DSL and more 4 x 1G and 1 x 2.5G Ethernet ports for computers, game consoles, streaming players and other wired devices NETGEAR Armor provides a powerful suite of tools to help keep you safe online, including enhanced protection against hackers, malware and identity theft, at home or on the go. Includes 30-day trial\"},\n{\"bullet_list\": \" Easily set up and manage your WiFi with the Nighthawk app Made for use in the U.S. only \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"WiFi 6E, 10.8Gbps\"}],\n\"promotion_items\": [{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"quantity\": \"\"},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE17000) \\u2013 Security Features, 17 Gbps Wireless Speed, 10 Gig Internet Port, Tri-Band Gaming Router, Covers 3,300 sq. ft., 150 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DW1TZL1L\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support\", \"asin\": \"B0CJSNSVMR\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Orbi 970 Series Quad-Band WiFi 7 Mesh Network System (RBE973S), Router + 2 Satellite Extenders, Security Features, Up to 27Gbps, Covers Up to 10,000 sq. ft., 200 Devices, 10 Gig Internet Port\", \"asin\": \"B0CGJGXFCS\", \"price\": \"$1,799.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS90) \\u2013 Security Features, BE3600 Wireless Speed (up to 3.6 Gbps) - Covers up to 2,000 sq. ft., 50 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DW27FNG3\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link AX5400 WiFi 6 Router (Archer AX73)- Dual Band Gigabit Wireless Internet Router, High-Speed ax Router for Streaming, Long Range Coverage\", \"asin\": \"B08TH4D3QV\", \"price\": \"$94.88\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Tri-Band BE15000 WiFi 7 Router Archer BE700 | 8-Stream 15Gbps | 1\\u00d710G+1\\u00d72.5G+2\\u00d71G Ports, USB 3.0 | 6 Internal Antennas | VPN Clients & Server | Easy-Mesh, HomeShield, MLO, Private IOT\", \"asin\": \"B0DGQVB7GH\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link AX5400 WiFi 6 Router (Archer AX73)- Dual Band Gigabit Wireless Internet Router, High-Speed ax Router for Streaming, Long Range Coverage\", \"asin\": \"B08TH4D3QV\", \"price\": \"$94.88\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Tri-Band BE19000 Wi-Fi 7 Gaming Router Archer GE800 | 12-Stream 19 Gbps | 2\\u00d710G + 4\\u00d72.5G Ports, USB 3.0 | Turbo Acceleration, Dedicated Gaming Port & Panel, RGB Lighting | EasyMesh, HomeShield\", \"asin\": \"B0D7MSQG4T\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Dual-Band BE3600 Wi-Fi 7 Router Archer BE230 | 4-Stream 3.6 Gbps | 2\\u00d72.5G + 3\\u00d71G Ports, USB 3.0, 2.0 GHz Quad Core, 4 Antennas | VPN Clients & Server | EasyMesh, HomeShield, MLO, Private IOT\", \"asin\": \"B0DC99N2T8\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support\", \"asin\": \"B0CJSNSVMR\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Dual-Band AX3000 Wi-Fi 6 Router Archer AX55 | Wireless Gigabit Internet Router for Home | EasyMesh Compatible | VPN Clients & Server | HomeShield, OFDMA, MU-MIMO | USB 3.0 | Secure by Design\", \"asin\": \"B09G5W9R6R\", \"price\": \"$71.99\", \"quantity\": \"\"},\n{\"title\": \"Gaming Router for PC & Consoles PS5, PS4, Xbox, Switch, etc |Free 90-Days GearUP Co...\", \"asin\": \"B0D4753HRX\", \"price\": \"$85.00\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6 Router (RAX120) 12-Stream Dual-Band Gigabit Router, AX6000 Wireless Speed (Up to 6 Gbps), Coverage Up to 3,500 sq.ft. and 30 Devices\", \"asin\": \"B07P3FGKYD\", \"price\": \"$187.49\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security\", \"asin\": \"B0DVBP5L6Y\", \"price\": \"$174.59\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"quantity\": \"\"},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support\", \"asin\": \"B0CJSNSVMR\", \"price\": \"$199.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices\", \"asin\": \"B0B1LZMH78\", \"price\": \"$239.97\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE300) | AXE7800 Tri-Band Wireless Gigabit Speed (Up to 7.8Gbps) | New 6GHz Band | 8-Streams Cover up to 2,500 sq. ft, 40 Devices (Renewed)\", \"asin\": \"B0BVKSJTGP\", \"price\": \"$128.99\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"price\": \"$299.97\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS500) \\u2013 Security Features, BE12000 Wireless Speed (up to 12Gbps) - Covers up to 3,000 sq. ft., 120 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG71H4GD\", \"price\": \"$349.98\"},\n{\"title\": \"ASUS RT-AX86U Pro (AX5700) Dual Band WiFi 6 Extendable Gaming Router, 2.5G Port, Gaming Port, Mobile Game Mode, Port Forwarding, Subscription-free Network Security, VPN, AiMesh Compatible\", \"asin\": \"B0BQ417K47\", \"price\": \"$195.99\"},\n{\"title\": \"ASUS RT-AXE7800 Tri-band WiFi 6E (802.11ax) Router, 6GHz Band, ASUS Safe Browsing, Upgraded Network Security, Instant Guard, Built-in VPN Features, Parental Controls, 2.5G Port, AiMesh Support\", \"asin\": \"B0BLGGN4Z9\", \"price\": \"$229.99\"}]\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\": \"2025-04-13T22:27:12.817Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "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": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$249.99", "quantity": "1"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": "1"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$33.36", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B0B1LZMH78"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices"},
{"price": "$239.97"},
{"bullet_list": "6GHz WiFi band dedicated to WiFi 6E devices including Samsung Galaxy S21 Ultra 5G. Enjoy 4K/8K video streaming, AR/VR gaming and HD videoconferencing Powerful 1.7GHz quad-core processor gives you exceptional 7.8Gbps WiFi speed, 6.5x faster than WiFi 5. Backward compatible for all WiFi devices on 2.4GHz and 5GHz bands Coverage up to 2,500 sq. ft. and 40 devices NETGEAR devices come with security measures built in as well as enhanced safety features and updates designed to help protect you and your family Replace your existing WiFi Router (separate modem or modem router required). Compatible with any Internet Service Provider plan up to 1 Gigabit including cable, satellite, fiber, DSL and more 4 x 1G and 1 x 2.5G Ethernet ports for computers, game consoles, streaming players and other wired devices NETGEAR Armor provides a powerful suite of tools to help keep you safe online, including enhanced protection against hackers, malware and identity theft, at home or on the go. Includes 30-day trial"},
{"bullet_list": " Easily set up and manage your WiFi with the Nighthawk app Made for use in the U.S. only "}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "WiFi 6E, 10.8Gbps"}],
"promotion_items": [{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": ""},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": ""},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE17000) \u2013 Security Features, 17 Gbps Wireless Speed, 10 Gig Internet Port, Tri-Band Gaming Router, Covers 3,300 sq. ft., 150 Devices, Built-in VPN, USB 3.0", "asin": "B0DW1TZL1L", "price": "$399.99", "quantity": ""},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""},
{"title": "NETGEAR Orbi 970 Series Quad-Band WiFi 7 Mesh Network System (RBE973S), Router + 2 Satellite Extenders, Security Features, Up to 27Gbps, Covers Up to 10,000 sq. ft., 200 Devices, 10 Gig Internet Port", "asin": "B0CGJGXFCS", "price": "$1,799.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS90) \u2013 Security Features, BE3600 Wireless Speed (up to 3.6 Gbps) - Covers up to 2,000 sq. ft., 50 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DW27FNG3", "price": "$109.99", "quantity": ""},
{"title": "TP-Link AX5400 WiFi 6 Router (Archer AX73)- Dual Band Gigabit Wireless Internet Router, High-Speed ax Router for Streaming, Long Range Coverage", "asin": "B08TH4D3QV", "price": "$94.88", "quantity": ""},
{"title": "TP-Link Tri-Band BE15000 WiFi 7 Router Archer BE700 | 8-Stream 15Gbps | 1\u00d710G+1\u00d72.5G+2\u00d71G Ports, USB 3.0 | 6 Internal Antennas | VPN Clients & Server | Easy-Mesh, HomeShield, MLO, Private IOT", "asin": "B0DGQVB7GH", "price": "$299.99", "quantity": ""},
{"title": "TP-Link AX5400 WiFi 6 Router (Archer AX73)- Dual Band Gigabit Wireless Internet Router, High-Speed ax Router for Streaming, Long Range Coverage", "asin": "B08TH4D3QV", "price": "$94.88", "quantity": ""},
{"title": "TP-Link Tri-Band BE19000 Wi-Fi 7 Gaming Router Archer GE800 | 12-Stream 19 Gbps | 2\u00d710G + 4\u00d72.5G Ports, USB 3.0 | Turbo Acceleration, Dedicated Gaming Port & Panel, RGB Lighting | EasyMesh, HomeShield", "asin": "B0D7MSQG4T", "price": "$399.99", "quantity": ""},
{"title": "TP-Link Dual-Band BE3600 Wi-Fi 7 Router Archer BE230 | 4-Stream 3.6 Gbps | 2\u00d72.5G + 3\u00d71G Ports, USB 3.0, 2.0 GHz Quad Core, 4 Antennas | VPN Clients & Server | EasyMesh, HomeShield, MLO, Private IOT", "asin": "B0DC99N2T8", "price": "$119.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": ""},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": ""},
{"title": "TP-Link Dual-Band AX3000 Wi-Fi 6 Router Archer AX55 | Wireless Gigabit Internet Router for Home | EasyMesh Compatible | VPN Clients & Server | HomeShield, OFDMA, MU-MIMO | USB 3.0 | Secure by Design", "asin": "B09G5W9R6R", "price": "$71.99", "quantity": ""},
{"title": "Gaming Router for PC & Consoles PS5, PS4, Xbox, Switch, etc |Free 90-Days GearUP Co...", "asin": "B0D4753HRX", "price": "$85.00", "quantity": ""},
{"title": "NETGEAR Nighthawk WiFi 6 Router (RAX120) 12-Stream Dual-Band Gigabit Router, AX6000 Wireless Speed (Up to 6 Gbps), Coverage Up to 3,500 sq.ft. and 30 Devices", "asin": "B07P3FGKYD", "price": "$187.49", "quantity": ""},
{"title": "TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security", "asin": "B0DVBP5L6Y", "price": "$174.59", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": ""},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": ""},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""}],
"comparison_items": [{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE300) | AXE7800 Tri-Band Wireless Gigabit Speed (Up to 7.8Gbps) | New 6GHz Band | 8-Streams Cover up to 2,500 sq. ft, 40 Devices (Renewed)", "asin": "B0BVKSJTGP", "price": "$128.99"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS500) \u2013 Security Features, BE12000 Wireless Speed (up to 12Gbps) - Covers up to 3,000 sq. ft., 120 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG71H4GD", "price": "$349.98"},
{"title": "ASUS RT-AX86U Pro (AX5700) Dual Band WiFi 6 Extendable Gaming Router, 2.5G Port, Gaming Port, Mobile Game Mode, Port Forwarding, Subscription-free Network Security, VPN, AiMesh Compatible", "asin": "B0BQ417K47", "price": "$195.99"},
{"title": "ASUS RT-AXE7800 Tri-band WiFi 6E (802.11ax) Router, 6GHz Band, ASUS Safe Browsing, Upgraded Network Security, Instant Guard, Built-in VPN Features, Parental Controls, 2.5G Port, AiMesh Support", "asin": "B0BLGGN4Z9", "price": "$229.99"}]
<|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": "2025-04-13T22:27:12.817Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T22:27:12.817Z
|
click
|
product_option
|
rule
|
2025-04-13T22:27:12.817Z
|
click
|
product_option
|
train
| 352 |
2025-04-13T22:27:12.817Z
|
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": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "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": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$249.99", "quantity": "1"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": "1"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$33.36", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B0B1LZMH78"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices"},
{"price": "$239.97"},
{"bullet_list": "6GHz WiFi band dedicated to WiFi 6E devices including Samsung Galaxy S21 Ultra 5G. Enjoy 4K/8K video streaming, AR/VR gaming and HD videoconferencing Powerful 1.7GHz quad-core processor gives you exceptional 7.8Gbps WiFi speed, 6.5x faster than WiFi 5. Backward compatible for all WiFi devices on 2.4GHz and 5GHz bands Coverage up to 2,500 sq. ft. and 40 devices NETGEAR devices come with security measures built in as well as enhanced safety features and updates designed to help protect you and your family Replace your existing WiFi Router (separate modem or modem router required). Compatible with any Internet Service Provider plan up to 1 Gigabit including cable, satellite, fiber, DSL and more 4 x 1G and 1 x 2.5G Ethernet ports for computers, game consoles, streaming players and other wired devices NETGEAR Armor provides a powerful suite of tools to help keep you safe online, including enhanced protection against hackers, malware and identity theft, at home or on the go. Includes 30-day trial"},
{"bullet_list": " Easily set up and manage your WiFi with the Nighthawk app Made for use in the U.S. only "}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "WiFi 6E, 10.8Gbps"}],
"promotion_items": [{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": ""},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": ""},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE17000) \u2013 Security Features, 17 Gbps Wireless Speed, 10 Gig Internet Port, Tri-Band Gaming Router, Covers 3,300 sq. ft., 150 Devices, Built-in VPN, USB 3.0", "asin": "B0DW1TZL1L", "price": "$399.99", "quantity": ""},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""},
{"title": "NETGEAR Orbi 970 Series Quad-Band WiFi 7 Mesh Network System (RBE973S), Router + 2 Satellite Extenders, Security Features, Up to 27Gbps, Covers Up to 10,000 sq. ft., 200 Devices, 10 Gig Internet Port", "asin": "B0CGJGXFCS", "price": "$1,799.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS90) \u2013 Security Features, BE3600 Wireless Speed (up to 3.6 Gbps) - Covers up to 2,000 sq. ft., 50 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DW27FNG3", "price": "$109.99", "quantity": ""},
{"title": "TP-Link AX5400 WiFi 6 Router (Archer AX73)- Dual Band Gigabit Wireless Internet Router, High-Speed ax Router for Streaming, Long Range Coverage", "asin": "B08TH4D3QV", "price": "$94.88", "quantity": ""},
{"title": "TP-Link Tri-Band BE15000 WiFi 7 Router Archer BE700 | 8-Stream 15Gbps | 1\u00d710G+1\u00d72.5G+2\u00d71G Ports, USB 3.0 | 6 Internal Antennas | VPN Clients & Server | Easy-Mesh, HomeShield, MLO, Private IOT", "asin": "B0DGQVB7GH", "price": "$299.99", "quantity": ""},
{"title": "TP-Link AX5400 WiFi 6 Router (Archer AX73)- Dual Band Gigabit Wireless Internet Router, High-Speed ax Router for Streaming, Long Range Coverage", "asin": "B08TH4D3QV", "price": "$94.88", "quantity": ""},
{"title": "TP-Link Tri-Band BE19000 Wi-Fi 7 Gaming Router Archer GE800 | 12-Stream 19 Gbps | 2\u00d710G + 4\u00d72.5G Ports, USB 3.0 | Turbo Acceleration, Dedicated Gaming Port & Panel, RGB Lighting | EasyMesh, HomeShield", "asin": "B0D7MSQG4T", "price": "$399.99", "quantity": ""},
{"title": "TP-Link Dual-Band BE3600 Wi-Fi 7 Router Archer BE230 | 4-Stream 3.6 Gbps | 2\u00d72.5G + 3\u00d71G Ports, USB 3.0, 2.0 GHz Quad Core, 4 Antennas | VPN Clients & Server | EasyMesh, HomeShield, MLO, Private IOT", "asin": "B0DC99N2T8", "price": "$119.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": ""},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": ""},
{"title": "TP-Link Dual-Band AX3000 Wi-Fi 6 Router Archer AX55 | Wireless Gigabit Internet Router for Home | EasyMesh Compatible | VPN Clients & Server | HomeShield, OFDMA, MU-MIMO | USB 3.0 | Secure by Design", "asin": "B09G5W9R6R", "price": "$71.99", "quantity": ""},
{"title": "Gaming Router for PC & Consoles PS5, PS4, Xbox, Switch, etc |Free 90-Days GearUP Co...", "asin": "B0D4753HRX", "price": "$85.00", "quantity": ""},
{"title": "NETGEAR Nighthawk WiFi 6 Router (RAX120) 12-Stream Dual-Band Gigabit Router, AX6000 Wireless Speed (Up to 6 Gbps), Coverage Up to 3,500 sq.ft. and 30 Devices", "asin": "B07P3FGKYD", "price": "$187.49", "quantity": ""},
{"title": "TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security", "asin": "B0DVBP5L6Y", "price": "$174.59", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": ""},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": ""},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""}],
"comparison_items": [{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE300) | AXE7800 Tri-Band Wireless Gigabit Speed (Up to 7.8Gbps) | New 6GHz Band | 8-Streams Cover up to 2,500 sq. ft, 40 Devices (Renewed)", "asin": "B0BVKSJTGP", "price": "$128.99"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS500) \u2013 Security Features, BE12000 Wireless Speed (up to 12Gbps) - Covers up to 3,000 sq. ft., 120 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG71H4GD", "price": "$349.98"},
{"title": "ASUS RT-AX86U Pro (AX5700) Dual Band WiFi 6 Extendable Gaming Router, 2.5G Port, Gaming Port, Mobile Game Mode, Port Forwarding, Subscription-free Network Security, VPN, AiMesh Compatible", "asin": "B0BQ417K47", "price": "$195.99"},
{"title": "ASUS RT-AXE7800 Tri-band WiFi 6E (802.11ax) Router, 6GHz Band, ASUS Safe Browsing, Upgraded Network Security, Instant Guard, Built-in VPN Features, Parental Controls, 2.5G Port, AiMesh Support", "asin": "B0BLGGN4Z9", "price": "$229.99"}]
<|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": "2025-04-13T22:27:12.817Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T20:39:04.148Z\", \"action\": \"input\", \"action_argument\": \"rb5424D ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:04.760Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:39:47.542Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:49.300Z\", \"action\": \"input\", \"action_argument\": \"ray ban replacement nose pads\"}\n{\"timestamp\": \"2025-04-07T20:39:51.377Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:45.160Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:46:46.070Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T20:50:58.581Z\", \"action\": \"purchase\", \"action_argument\": \"B09NVPJ9ZG\"}\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.371Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.389Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.721Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.739Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:18.279Z\", \"action\": \"purchase\", \"action_argument\": \"B0C36K8SJJ, B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"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\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"price\": \"$249.99\", \"quantity\": \"1\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices\", \"asin\": \"B0B1LZMH78\", \"price\": \"$239.97\", \"quantity\": \"1\"},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"quantity\": \"1\"},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$33.36\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B08R58D9FH\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\"},\n{\"price\": \"$299.97\"},\n{\"bullet_list\": \"6GHz WiFi band dedicated to WiFi 6E devices including Samsung Galaxy S21 Ultra 5G. Enjoy 4K/8K video streaming, AR/VR gaming and HD videoconferencing Powerful 1.8GHz quad-core processor gives you exceptional 10.8Gbps WiFi speed, 9x faster than WiFi 5. Backward compatible for all WiFi devices on 2.4GHz and 5GHz bands NETGEAR routers are secure out of the box and built to stay that way with automatic firmware updates, and industry-leading safety features to help protect you and your family Coverage up to 3,500 sq. ft. and 60 devices Replace your existing WiFi Router (separate modem or modem router required). Compatible with any Internet Service Provider up to 2Gbps including cable, satellite, fiber, DSL and more Sets up in minutes with the Nighthawk app \\u2013 easily manage WiFi settings at the device and network level, test internet speed and monitor data usage 4 x 1G and 1 x 2.5G Ethernet ports for computers, game consoles, streaming players and other wired devices\"},\n{\"bullet_list\": \" NETGEAR Armor protects your family's WiFi with an automatic shield of security across all your connected devices with a 30-day free trial NETGEAR Smart Parental Controls promotes healthy Internet habits, fosters responsibility and builds trust with your kids (30-day free trial included) OFDMA, MU-MIMO, Dynamic QoS, 1024-QAM, Smart Connect for one WiFi name, Beamforming technologies and Amazon Alexa and Google Assistant Voice Control. Supports WPA2/WPA3 wireless security protocols. Includes Guest WiFi access, DoS, Firewall, VPN and more \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"WiFi 6E, 10.8Gbps\"}],\n\"promotion_items\": [{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS300) - Security Features, BE9300 Wireless Speed (up to 9.3Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port\", \"asin\": \"B0D4JBGPH4\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support\", \"asin\": \"B0CJSNSVMR\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Orbi 970 Series Quad-Band WiFi 7 Mesh Network System (RBE973S), Router + 2 Satellite Extenders, Security Features, Up to 27Gbps, Covers Up to 10,000 sq. ft., 200 Devices, 10 Gig Internet Port\", \"asin\": \"B0CGJGXFCS\", \"price\": \"$1,799.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS500) \\u2013 Security Features, BE12000 Wireless Speed (up to 12Gbps) - Covers up to 3,000 sq. ft., 120 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG71H4GD\", \"price\": \"$349.98\", \"quantity\": \"\"},\n{\"title\": \"TP-Link AX5400 WiFi 6 Router (Archer AX73)- Dual Band Gigabit Wireless Internet Router, High-Speed ax Router for Streaming, Long Range Coverage\", \"asin\": \"B08TH4D3QV\", \"price\": \"$94.88\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk 6-Stream Dual-Band WiFi 6 Router (RAX54S) \\u2013 Security Features, AX5400 Wireless Speed, Up to 5.4 Gbps, Covers up to 2,500 sq. ft., 25 Devices - 1-Year Armor Subscription Included\", \"asin\": \"B0CW6LCZH2\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS500) \\u2013 Security Features, BE12000 Wireless Speed (up to 12Gbps) - Covers up to 3,000 sq. ft., 120 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG71H4GD\", \"price\": \"$349.98\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Tri-Band BE15000 WiFi 7 Router Archer BE700 | 8-Stream 15Gbps | 1\\u00d710G+1\\u00d72.5G+2\\u00d71G Ports, USB 3.0 | 6 Internal Antennas | VPN Clients & Server | Easy-Mesh, HomeShield, MLO, Private IOT\", \"asin\": \"B0DGQVB7GH\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Tri-Band BE19000 Wi-Fi 7 Gaming Router Archer GE800 | 12-Stream 19 Gbps | 2\\u00d710G + 4\\u00d72.5G Ports, USB 3.0 | Turbo Acceleration, Dedicated Gaming Port & Panel, RGB Lighting | EasyMesh, HomeShield\", \"asin\": \"B0D7MSQG4T\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link AX5400 WiFi 6 Router (Archer AX73)- Dual Band Gigabit Wireless Internet Router, High-Speed ax Router for Streaming, Long Range Coverage\", \"asin\": \"B08TH4D3QV\", \"price\": \"$94.88\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support\", \"asin\": \"B0CJSNSVMR\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS300) - Security Features, BE9300 Wireless Speed (up to 9.3Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port\", \"asin\": \"B0D4JBGPH4\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Dual-Band AX3000 Wi-Fi 6 Router Archer AX55 | Wireless Gigabit Internet Router for Home | EasyMesh Compatible | VPN Clients & Server | HomeShield, OFDMA, MU-MIMO | USB 3.0 | Secure by Design\", \"asin\": \"B09G5W9R6R\", \"price\": \"$71.99\", \"quantity\": \"\"},\n{\"title\": \"Gaming Router for PC & Consoles PS5, PS4, Xbox, Switch, etc |Free 90-Days GearUP Co...\", \"asin\": \"B0D4753HRX\", \"price\": \"$85.00\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6 Router (RAX120) 12-Stream Dual-Band Gigabit Router, AX6000 Wireless Speed (Up to 6 Gbps), Coverage Up to 3,500 sq.ft. and 30 Devices\", \"asin\": \"B07P3FGKYD\", \"price\": \"$187.49\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security\", \"asin\": \"B0DVBP5L6Y\", \"price\": \"$174.59\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"quantity\": \"\"},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support\", \"asin\": \"B0CJSNSVMR\", \"price\": \"$199.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"price\": \"$299.97\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices\", \"asin\": \"B0B1LZMH78\", \"price\": \"$239.97\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE300) | AXE7800 Tri-Band Wireless Gigabit Speed (Up to 7.8Gbps) | New 6GHz Band | 8-Streams Cover up to 2,500 sq. ft, 40 Devices (Renewed)\", \"asin\": \"B0BVKSJTGP\", \"price\": \"$128.99\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS600) - Security Features, BE18000 Wireless Speed (up to 18Gbps) \\u2013 10 Gig Internet Port - Covers up to 3,300 sq. ft., 150 Devices\", \"asin\": \"B0DG6LXDRK\", \"price\": \"$499.99\"},\n{\"title\": \"ASUS RT-AXE7800 Tri-band WiFi 6E (802.11ax) Router, 6GHz Band, ASUS Safe Browsing, Upgraded Network Security, Instant Guard, Built-in VPN Features, Parental Controls, 2.5G Port, AiMesh Support\", \"asin\": \"B0BLGGN4Z9\", \"price\": \"$229.99\"},\n{\"title\": \"Netgear RAX70-100NAR Nighthawk AX6600 Tri-Band WIFI 6 Router (Renewed)\", \"asin\": \"B08XZQTRKR\", \"price\": \"$99.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T22:31:11.321Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "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": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$249.99", "quantity": "1"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": "1"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$33.36", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B08R58D9FH"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices"},
{"price": "$299.97"},
{"bullet_list": "6GHz WiFi band dedicated to WiFi 6E devices including Samsung Galaxy S21 Ultra 5G. Enjoy 4K/8K video streaming, AR/VR gaming and HD videoconferencing Powerful 1.8GHz quad-core processor gives you exceptional 10.8Gbps WiFi speed, 9x faster than WiFi 5. Backward compatible for all WiFi devices on 2.4GHz and 5GHz bands NETGEAR routers are secure out of the box and built to stay that way with automatic firmware updates, and industry-leading safety features to help protect you and your family Coverage up to 3,500 sq. ft. and 60 devices Replace your existing WiFi Router (separate modem or modem router required). Compatible with any Internet Service Provider up to 2Gbps including cable, satellite, fiber, DSL and more Sets up in minutes with the Nighthawk app \u2013 easily manage WiFi settings at the device and network level, test internet speed and monitor data usage 4 x 1G and 1 x 2.5G Ethernet ports for computers, game consoles, streaming players and other wired devices"},
{"bullet_list": " NETGEAR Armor protects your family's WiFi with an automatic shield of security across all your connected devices with a 30-day free trial NETGEAR Smart Parental Controls promotes healthy Internet habits, fosters responsibility and builds trust with your kids (30-day free trial included) OFDMA, MU-MIMO, Dynamic QoS, 1024-QAM, Smart Connect for one WiFi name, Beamforming technologies and Amazon Alexa and Google Assistant Voice Control. Supports WPA2/WPA3 wireless security protocols. Includes Guest WiFi access, DoS, Firewall, VPN and more "}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "WiFi 6E, 10.8Gbps"}],
"promotion_items": [{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS300) - Security Features, BE9300 Wireless Speed (up to 9.3Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port", "asin": "B0D4JBGPH4", "price": "$299.99", "quantity": ""},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": ""},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""},
{"title": "NETGEAR Orbi 970 Series Quad-Band WiFi 7 Mesh Network System (RBE973S), Router + 2 Satellite Extenders, Security Features, Up to 27Gbps, Covers Up to 10,000 sq. ft., 200 Devices, 10 Gig Internet Port", "asin": "B0CGJGXFCS", "price": "$1,799.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS500) \u2013 Security Features, BE12000 Wireless Speed (up to 12Gbps) - Covers up to 3,000 sq. ft., 120 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG71H4GD", "price": "$349.98", "quantity": ""},
{"title": "TP-Link AX5400 WiFi 6 Router (Archer AX73)- Dual Band Gigabit Wireless Internet Router, High-Speed ax Router for Streaming, Long Range Coverage", "asin": "B08TH4D3QV", "price": "$94.88", "quantity": ""},
{"title": "NETGEAR Nighthawk 6-Stream Dual-Band WiFi 6 Router (RAX54S) \u2013 Security Features, AX5400 Wireless Speed, Up to 5.4 Gbps, Covers up to 2,500 sq. ft., 25 Devices - 1-Year Armor Subscription Included", "asin": "B0CW6LCZH2", "price": "$159.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS500) \u2013 Security Features, BE12000 Wireless Speed (up to 12Gbps) - Covers up to 3,000 sq. ft., 120 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG71H4GD", "price": "$349.98", "quantity": ""},
{"title": "TP-Link Tri-Band BE15000 WiFi 7 Router Archer BE700 | 8-Stream 15Gbps | 1\u00d710G+1\u00d72.5G+2\u00d71G Ports, USB 3.0 | 6 Internal Antennas | VPN Clients & Server | Easy-Mesh, HomeShield, MLO, Private IOT", "asin": "B0DGQVB7GH", "price": "$299.99", "quantity": ""},
{"title": "TP-Link Tri-Band BE19000 Wi-Fi 7 Gaming Router Archer GE800 | 12-Stream 19 Gbps | 2\u00d710G + 4\u00d72.5G Ports, USB 3.0 | Turbo Acceleration, Dedicated Gaming Port & Panel, RGB Lighting | EasyMesh, HomeShield", "asin": "B0D7MSQG4T", "price": "$399.99", "quantity": ""},
{"title": "TP-Link AX5400 WiFi 6 Router (Archer AX73)- Dual Band Gigabit Wireless Internet Router, High-Speed ax Router for Streaming, Long Range Coverage", "asin": "B08TH4D3QV", "price": "$94.88", "quantity": ""},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS300) - Security Features, BE9300 Wireless Speed (up to 9.3Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port", "asin": "B0D4JBGPH4", "price": "$299.99", "quantity": ""},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": ""},
{"title": "TP-Link Dual-Band AX3000 Wi-Fi 6 Router Archer AX55 | Wireless Gigabit Internet Router for Home | EasyMesh Compatible | VPN Clients & Server | HomeShield, OFDMA, MU-MIMO | USB 3.0 | Secure by Design", "asin": "B09G5W9R6R", "price": "$71.99", "quantity": ""},
{"title": "Gaming Router for PC & Consoles PS5, PS4, Xbox, Switch, etc |Free 90-Days GearUP Co...", "asin": "B0D4753HRX", "price": "$85.00", "quantity": ""},
{"title": "NETGEAR Nighthawk WiFi 6 Router (RAX120) 12-Stream Dual-Band Gigabit Router, AX6000 Wireless Speed (Up to 6 Gbps), Coverage Up to 3,500 sq.ft. and 30 Devices", "asin": "B07P3FGKYD", "price": "$187.49", "quantity": ""},
{"title": "TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security", "asin": "B0DVBP5L6Y", "price": "$174.59", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": ""},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": ""},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""}],
"comparison_items": [{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE300) | AXE7800 Tri-Band Wireless Gigabit Speed (Up to 7.8Gbps) | New 6GHz Band | 8-Streams Cover up to 2,500 sq. ft, 40 Devices (Renewed)", "asin": "B0BVKSJTGP", "price": "$128.99"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS600) - Security Features, BE18000 Wireless Speed (up to 18Gbps) \u2013 10 Gig Internet Port - Covers up to 3,300 sq. ft., 150 Devices", "asin": "B0DG6LXDRK", "price": "$499.99"},
{"title": "ASUS RT-AXE7800 Tri-band WiFi 6E (802.11ax) Router, 6GHz Band, ASUS Safe Browsing, Upgraded Network Security, Instant Guard, Built-in VPN Features, Parental Controls, 2.5G Port, AiMesh Support", "asin": "B0BLGGN4Z9", "price": "$229.99"},
{"title": "Netgear RAX70-100NAR Nighthawk AX6600 Tri-Band WIFI 6 Router (Renewed)", "asin": "B08XZQTRKR", "price": "$99.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T22:31:11.321Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T22:31:11.321Z
|
purchase
|
B08R58D9FH
|
rule
|
2025-04-13T22:31:11.321Z
|
purchase
|
B08R58D9FH
|
train
| 353 |
2025-04-13T22:31:11.321Z
|
purchase
|
B08R58D9FH
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T20:39:04.148Z", "action": "input", "action_argument": "rb5424D ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:04.760Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:39:47.542Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:49.300Z", "action": "input", "action_argument": "ray ban replacement nose pads"}
{"timestamp": "2025-04-07T20:39:51.377Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:45.160Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:46:46.070Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T20:50:58.581Z", "action": "purchase", "action_argument": "B09NVPJ9ZG"}
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "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": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$249.99", "quantity": "1"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": "1"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$33.36", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
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{"price": "$299.97"},
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{"bullet_list": " NETGEAR Armor protects your family's WiFi with an automatic shield of security across all your connected devices with a 30-day free trial NETGEAR Smart Parental Controls promotes healthy Internet habits, fosters responsibility and builds trust with your kids (30-day free trial included) OFDMA, MU-MIMO, Dynamic QoS, 1024-QAM, Smart Connect for one WiFi name, Beamforming technologies and Amazon Alexa and Google Assistant Voice Control. Supports WPA2/WPA3 wireless security protocols. Includes Guest WiFi access, DoS, Firewall, VPN and more "}],
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{"title": "NETGEAR Nighthawk 6-Stream Dual-Band WiFi 6 Router (RAX54S) \u2013 Security Features, AX5400 Wireless Speed, Up to 5.4 Gbps, Covers up to 2,500 sq. ft., 25 Devices - 1-Year Armor Subscription Included", "asin": "B0CW6LCZH2", "price": "$159.99", "quantity": ""},
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{"title": "TP-Link Tri-Band BE15000 WiFi 7 Router Archer BE700 | 8-Stream 15Gbps | 1\u00d710G+1\u00d72.5G+2\u00d71G Ports, USB 3.0 | 6 Internal Antennas | VPN Clients & Server | Easy-Mesh, HomeShield, MLO, Private IOT", "asin": "B0DGQVB7GH", "price": "$299.99", "quantity": ""},
{"title": "TP-Link Tri-Band BE19000 Wi-Fi 7 Gaming Router Archer GE800 | 12-Stream 19 Gbps | 2\u00d710G + 4\u00d72.5G Ports, USB 3.0 | Turbo Acceleration, Dedicated Gaming Port & Panel, RGB Lighting | EasyMesh, HomeShield", "asin": "B0D7MSQG4T", "price": "$399.99", "quantity": ""},
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{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""},
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{"title": "ASUS RT-AXE7800 Tri-band WiFi 6E (802.11ax) Router, 6GHz Band, ASUS Safe Browsing, Upgraded Network Security, Instant Guard, Built-in VPN Features, Parental Controls, 2.5G Port, AiMesh Support", "asin": "B0BLGGN4Z9", "price": "$229.99"},
{"title": "Netgear RAX70-100NAR Nighthawk AX6600 Tri-Band WIFI 6 Router (Renewed)", "asin": "B08XZQTRKR", "price": "$99.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T22:31:11.321Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.371Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.389Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.721Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.739Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:18.279Z\", \"action\": \"purchase\", \"action_argument\": \"B0C36K8SJJ, B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\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. 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Ft. Add Easy-Mesh Device for Extended Coverage VPN Support\", \"asin\": \"B0CJSNSVMR\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE17000) \\u2013 Security Features, 17 Gbps Wireless Speed, 10 Gig Internet Port, Tri-Band Gaming Router, Covers 3,300 sq. ft., 150 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DW1TZL1L\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Gryphon AX \\u2013 Ultra-Fast Mesh WiFi 6 Parental Control Router \\u2013 Advanced Content Filters and Next-Gen Firewall - 4.3 Gbps Across 3,000 sq. ft. per Router for Multi-Device Households\", \"asin\": \"B098R77RTP\", \"price\": \"$299.00\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Orbi Whole Home Tri-Band WiFi 6 Mesh Network System (RBK752P) \\u2013 Router with 1 Satellite Extender, Security Features, Coverage up to 5,000 sq. ft., 75 Devices, AX5200 802.11ax (Up to 5.2Gbps)\", \"asin\": \"B0CY6LPDVX\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Sonicwall TZ570 with 8x5 Support (02-SSC-5859) | TZ570 Network Security Appliance with 1 Year 8x5 Support License | Next-Generation Firewall | 8X 1GbE Ports, 2X 5GbE Ports\", \"asin\": \"B08GGFBCNC\", \"price\": \"$1,596.00\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Orbi 870 Series Tri-Band WiFi 7 Mesh System (RBE873) - Router + 2 Satellite Extenders, Security Features, Up to 21 Gbps, Covers Up to 9,000 Sq. Ft., 150 Devices, 10 Gig Internet Port, BE21000\", \"asin\": \"B0DPLH5DFH\", \"price\": \"$1,149.99\", \"quantity\": \"\"},\n{\"title\": \"Cudy BE3600 WiFi 7 Gigabit 4 Stream Dual Band Router WR3600 MU-MIMO High Gain Antennas VPN Clients & Server, Cloud Control, Cudy APP\", \"asin\": \"B0DDT6CGSR\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Tenda AX3000 WiFi 6 Router \\u2013 Dual Band Gigabit Router for Wireless Internet, 4XGE Ports, VPN Router, Easy Setup, Parental Controls, Access Point Mode, IPv6, WPA3(RX12L Pro)\", \"asin\": \"B0D9QGC6ZS\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Single Serve Coffee Maker K-Cup, 14 Oz, Black & Stainless Steel Machine, 5.98\\\"D x 9.44\\\"W x 14.17\\\"H\", \"asin\": \"\", \"price\": \"$35.10\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Upright Bagless Vacuum Cleaner for Carpet and Hard Floors, With Crevice and Upholstery Tools, Detachable Handle, Lightweight (8.4 lbs), 1.7L Dust Cup, 720W, 18ft Cord, Black/White\", \"asin\": \"\", \"price\": \"$58.99\", \"quantity\": \"\"},\n{\"title\": \"Intel Core i7-12700KF Desktop Processor 12 (8P+4E) Cores up to 5.0 GHz Unlocked LGA1700 600 Series Chipset 125W\", \"asin\": \"\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Smart LED Light Strip, 32.8 Feet (2 Rolls of 16.4 Feet), RGB + Tunable White, Works with Alexa Only, 2.4 GHz Wi-Fi, No Hub Required\", \"asin\": \"\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Intel Core i7-12700K Gaming Desktop Processor with Integrated Graphics and 12 (8P+4E) Cores up to 5.0 GHz Unlocked LGA1700 600 Series Chipset 125W\", \"asin\": \"\", \"price\": \"$219.97\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 24-inch IPS Monitor 75 Hz Powered with AOC Technology FHD 1080P HDMI, Display Port and VGA Input VESA Compatible Built-in Speakers for Office and Home, Black\", \"asin\": \"\", \"price\": \"$85.00\", \"quantity\": \"\"},\n{\"title\": \"Disc Drive For PS5 Digital Edition Consoles (slim)\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n{\"title\": \"AmazonCommercial Premium Bluetooth Speakerphone\", \"asin\": \"\", \"price\": \"$110.98\", \"quantity\": \"\"},\n{\"title\": \"DynaTrap DT1050-TUNSR 1/2 Acre Mosquito & flying Insect Trap \\u2013 Kills Mosquitoes, Flies, Wasps, Gnats, & Other Flying Insects - Bug Zapper Alternative - Tungsten\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Air Purifier for Home and Office, With 3-Stage Filtration, HEPA Filter With Activated Carbon, 3 Speeds, Timer, Sleep Mode (32db), Energy Star Certificate, Covers Up to 1067 Sq ft, White\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Xbox Series X 1TB SSD Console - Includes Xbox Wireless Controller - Up to 120 frames per second - 16 GB RAM - 1 TB SSD Storage - Experience True 4K Gaming - Xbox Velocity Architecture\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Electric Toothbrush Head Replacement Brush, White, 5 Count (Fits Most Oral-B Brushes) (Previously Solimo)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Jabra Speak2 40 Portable Speakerphone - 4 Noise-Cancelling Mics, Full-Range 50mm Portable Speaker, Wideband Audio and USB-A and USB-C Connections - Certified for Zoom and Google Meet - Dark Grey\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Marshall Tufton Portable Bluetooth Speaker, Black & Brass\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Jabra Speak 510 UC Wireless Bluetooth Speakerphone \\u2013 Outstanding Sound Quality, Portable Conference Speaker for Holding Meetings Anywhere - Certified for Zoom & Google Meet\", \"asin\": \"\", \"price\": \"$77.98\", \"quantity\": \"\"},\n{\"title\": \"Razer Huntsman Mini 60% Gaming Keyboard: Fast Keyboard Switches - Clicky Optical Switches - Chroma RGB Lighting - PBT Keycaps - Onboard Memory Snap Tap - Black\", \"asin\": \"\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG FT45 Series 24-Inch WUXGA 1920 x 1200 Computer Monitor, 75Hz, IPS Panel, HDMI, DisplayPort, DVI, USB Hub, Built-in Speakers, Height Adjustable Stand, 3 Yr WRNTY (LF24T454GYNXZA),Black\", \"asin\": \"\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"BOSCH GSR12V-140FCB22 12V Drill/Driver 5-In-1 Flexiclick System - Torque, Lightweight, Magnetic Bit Holder, Keyless Chuck, Right Angle & Offset Attachments. Includes 2.0 Ah Batteries & Charger\", \"asin\": \"\", \"price\": \"$145.28\", \"quantity\": \"\"},\n{\"title\": \"Philips Hue Indoor 33 Ft Smart LED Solo lightstrip Base Kit - 1 Pack - Control with Hue App - Compatible with Alexa, Google Assistant and Apple HomeKit\", \"asin\": \"\", \"price\": \"$135.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare Genuine G3 Premium Gum Care Replacement Toothbrush Heads, Black, HX9054/95\", \"asin\": \"\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare Genuine G3 Premium Gum Care Replacement Toothbrush Heads, 4 Brush Heads, White, HX9054/65\", \"asin\": \"\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Brother P-Touch PT-D410 Home / Office Advanced Label Maker | Connect via USB to Create and Print on TZe Label Tapes up to ~3/4 inch, White\", \"asin\": \"\", \"price\": \"$59.98\", \"quantity\": \"\"},\n{\"title\": \"Intel Core i9-12900KF Gaming Desktop Processor 16 (8P+8E) Cores up to 5.2 GHz Unlocked LGA1700 600 Series Chipset 125W\", \"asin\": \"\", \"price\": \"$269.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \\u2013 Approved for Today\\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps\", \"asin\": \"\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Beats Solo 4 - Wireless Bluetooth On-Ear Headphones, Apple & Android Compatible, Up to 50 Hours of Battery Life - Cloud Pink\", \"asin\": \"\", \"price\": \"$199.95\", \"quantity\": \"\"},\n{\"title\": \"Apple iPad (10th Generation): with A14 Bionic chip, 10.9-inch Liquid Retina Display, 256GB, Wi-Fi 6, 12MP front/12MP Back Camera, Touch ID, All-Day Battery Life \\u2013 Silver\", \"asin\": \"\", \"price\": \"$349.97\", \"quantity\": \"\"},\n{\"title\": \"Arlo Essential Security Camera 2K | Indoor Only| 2nd Gen | Baby Monitor & Pet Camera | Wired Automated Privacy Shield, 2-Way Audio, Night Vision, Live Stream, Motion Alerts & Notifications White,1 Cam\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Jabra Speak2 75 Wireless Bluetooth Speakerphone - 4 Noise-Cancelling Mics, Full-Range 65mm Portable Speaker and Super-Wideband Audio - Certified for Zoom and Google Meet - Dark Grey\", \"asin\": \"\", \"price\": \"$268.51\", \"quantity\": \"\"},\n{\"title\": \"EltaMD UV Clear Face Sunscreen SPF 46, Oil Free Sunscreen with Zinc Oxide, Dermatologist Recommended Sunscreen\", \"asin\": \"\", \"price\": \"$44.00\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco Shaver Series 9000, Wet and Dry Electric Shaver, with Lift & Cut Shaving System and SenseIQ Technology, Pop-up Trimmer, Cleaning Pod, Charging Stand and Travel Case, Model S9987/85\", \"asin\": \"\", \"price\": \"$259.96\", \"quantity\": \"\"},\n{\"title\": \"Curel Japanese Skin Care Foaming Daily Face Wash for Sensitive Skin, Hydrating Facial Cleanser for Dry Skin, pH-Balanced and Fragrance-Free, 5 Oz (Step 2 of 2-Step Skincare)\", \"asin\": \"\", \"price\": \"$13.23\", \"quantity\": \"\"},\n{\"title\": \"Dyson Supersonic Nural\\u2122 Hair Dryer\", \"asin\": \"\", \"price\": \"$499.00\", \"quantity\": \"\"},\n{\"title\": \"Aesop Geranium Leaf Body Cleanser | For All Skin Types To Cleanse Without Drying Out | Geranium Leaf, Mandarin Rind, Bergamot Rind | 16.9 oz / 500mL\", \"asin\": \"\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"N\\u00e9cessaire Eucalyptus Body Wash with Pump | Multi-Oil Nourishing Cleanse For Women + Men | Gel Cleanser | Dermatologist-Tested. Hypoallergenic | No SLS/SLES (500 ml / 16.9 fl. oz.)\", \"asin\": \"\", \"price\": \"$38.00\", \"quantity\": \"\"},\n{\"title\": \"Colorescience Total Protection No-Show Mineral Sunscreen SPF 50, 1.7oz, 100% Invisible all-mineral sunscreen for all skin tones & types\", \"asin\": \"\", \"price\": \"$45.00\", \"quantity\": \"\"},\n{\"title\": \"EltaMD Skin Recovery Overnight Face Mask, Moisturizer Cream Night Mask for Face & Neck, Safe for Sensitive Skin, 1.7 oz Jar\", \"asin\": \"\", \"price\": \"$56.00\", \"quantity\": \"\"},\n{\"title\": \"Lab Series All-In-One Multi-Action Face Wash - Men's Face Scrub - Cleanse and Exfoliates Skin\", \"asin\": \"\", \"price\": \"$53.00\", \"quantity\": \"\"},\n{\"title\": \"EltaMD UV Physical Tinted Sunscreen for Face, SPF 41 Tinted Sunscreen, 100% Mineral Active Sunscreen\", \"asin\": \"\", \"price\": \"$46.00\", \"quantity\": \"\"},\n{\"title\": \"EltaMD UV Daily SPF 40 Face Sunscreen Moisturizer with Zinc Oxide, Daily Face Moisturizer with SPF, Sunscreen, 1.7 oz Pump\", \"asin\": \"\", \"price\": \"$76.00\", \"quantity\": \"\"},\n{\"title\": \"Braun Series 9 PRO+ 9577cc Electric Razor for Men, 5 Pro Shave Elements & Precision Long Hair Trimmer, 6in1 SmartCare Center, PowerCase for Mobile Charging, Wet & Dry, 60min Battery Runtime\", \"asin\": \"\", \"price\": \"$319.90\", \"quantity\": \"\"},\n{\"title\": \"Obagi Professional-C Vitamin C Serum \\u2013 Helps Brighten Skin Tone and Minimize the Appearance of Fine Lines & Wrinkles \\u2013 Safe for Sensitive Skin\", \"asin\": \"\", \"price\": \"$110.00\", \"quantity\": \"\"},\n{\"title\": \"Aesop Resurrection Duet | Hand Wash & Hand Balm | Gentle Cleanse, Soften Hard-Working Hands | 16.9 oz / 500mL\", \"asin\": \"\", \"price\": \"$133.00\", \"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\": \"2025-04-13T22:32:07.725Z\", // 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
<|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": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$249.99", "quantity": "1"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": "1"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$33.36", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"promotion_items": [{"title": "Gryphon Guardian Mesh WiFi Router and Parental Control System with Content Filters and Advanced Cyber Security", "asin": "B082YGNKJH", "price": "$99.00", "quantity": ""},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE17000) \u2013 Security Features, 17 Gbps Wireless Speed, 10 Gig Internet Port, Tri-Band Gaming Router, Covers 3,300 sq. ft., 150 Devices, Built-in VPN, USB 3.0", "asin": "B0DW1TZL1L", "price": "$399.99", "quantity": ""},
{"title": "Gryphon AX \u2013 Ultra-Fast Mesh WiFi 6 Parental Control Router \u2013 Advanced Content Filters and Next-Gen Firewall - 4.3 Gbps Across 3,000 sq. ft. per Router for Multi-Device Households", "asin": "B098R77RTP", "price": "$299.00", "quantity": ""},
{"title": "NETGEAR Orbi Whole Home Tri-Band WiFi 6 Mesh Network System (RBK752P) \u2013 Router with 1 Satellite Extender, Security Features, Coverage up to 5,000 sq. ft., 75 Devices, AX5200 802.11ax (Up to 5.2Gbps)", "asin": "B0CY6LPDVX", "price": "$299.99", "quantity": ""},
{"title": "Sonicwall TZ570 with 8x5 Support (02-SSC-5859) | TZ570 Network Security Appliance with 1 Year 8x5 Support License | Next-Generation Firewall | 8X 1GbE Ports, 2X 5GbE Ports", "asin": "B08GGFBCNC", "price": "$1,596.00", "quantity": ""},
{"title": "NETGEAR Orbi 870 Series Tri-Band WiFi 7 Mesh System (RBE873) - Router + 2 Satellite Extenders, Security Features, Up to 21 Gbps, Covers Up to 9,000 Sq. Ft., 150 Devices, 10 Gig Internet Port, BE21000", "asin": "B0DPLH5DFH", "price": "$1,149.99", "quantity": ""},
{"title": "Cudy BE3600 WiFi 7 Gigabit 4 Stream Dual Band Router WR3600 MU-MIMO High Gain Antennas VPN Clients & Server, Cloud Control, Cudy APP", "asin": "B0DDT6CGSR", "price": "", "quantity": ""},
{"title": "Tenda AX3000 WiFi 6 Router \u2013 Dual Band Gigabit Router for Wireless Internet, 4XGE Ports, VPN Router, Easy Setup, Parental Controls, Access Point Mode, IPv6, WPA3(RX12L Pro)", "asin": "B0D9QGC6ZS", "price": "", "quantity": ""},
{"title": "Amazon Basics Single Serve Coffee Maker K-Cup, 14 Oz, Black & Stainless Steel Machine, 5.98\"D x 9.44\"W x 14.17\"H", "asin": "", "price": "$35.10", "quantity": ""},
{"title": "Amazon Basics Upright Bagless Vacuum Cleaner for Carpet and Hard Floors, With Crevice and Upholstery Tools, Detachable Handle, Lightweight (8.4 lbs), 1.7L Dust Cup, 720W, 18ft Cord, Black/White", "asin": "", "price": "$58.99", "quantity": ""},
{"title": "Intel Core i7-12700KF Desktop Processor 12 (8P+4E) Cores up to 5.0 GHz Unlocked LGA1700 600 Series Chipset 125W", "asin": "", "price": "$189.99", "quantity": ""},
{"title": "Amazon Basics Smart LED Light Strip, 32.8 Feet (2 Rolls of 16.4 Feet), RGB + Tunable White, Works with Alexa Only, 2.4 GHz Wi-Fi, No Hub Required", "asin": "", "price": "$32.99", "quantity": ""},
{"title": "Intel Core i7-12700K Gaming Desktop Processor with Integrated Graphics and 12 (8P+4E) Cores up to 5.0 GHz Unlocked LGA1700 600 Series Chipset 125W", "asin": "", "price": "$219.97", "quantity": ""},
{"title": "Amazon Basics 24-inch IPS Monitor 75 Hz Powered with AOC Technology FHD 1080P HDMI, Display Port and VGA Input VESA Compatible Built-in Speakers for Office and Home, Black", "asin": "", "price": "$85.00", "quantity": ""},
{"title": "Disc Drive For PS5 Digital Edition Consoles (slim)", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "AmazonCommercial Premium Bluetooth Speakerphone", "asin": "", "price": "$110.98", "quantity": ""},
{"title": "DynaTrap DT1050-TUNSR 1/2 Acre Mosquito & flying Insect Trap \u2013 Kills Mosquitoes, Flies, Wasps, Gnats, & Other Flying Insects - Bug Zapper Alternative - Tungsten", "asin": "", "price": "", "quantity": ""},
{"title": "Amazon Basics Air Purifier for Home and Office, With 3-Stage Filtration, HEPA Filter With Activated Carbon, 3 Speeds, Timer, Sleep Mode (32db), Energy Star Certificate, Covers Up to 1067 Sq ft, White", "asin": "", "price": "", "quantity": ""},
{"title": "Xbox Series X 1TB SSD Console - Includes Xbox Wireless Controller - Up to 120 frames per second - 16 GB RAM - 1 TB SSD Storage - Experience True 4K Gaming - Xbox Velocity Architecture", "asin": "", "price": "", "quantity": ""},
{"title": "Amazon Basics Electric Toothbrush Head Replacement Brush, White, 5 Count (Fits Most Oral-B Brushes) (Previously Solimo)", "asin": "", "price": "", "quantity": ""},
{"title": "Jabra Speak2 40 Portable Speakerphone - 4 Noise-Cancelling Mics, Full-Range 50mm Portable Speaker, Wideband Audio and USB-A and USB-C Connections - Certified for Zoom and Google Meet - Dark Grey", "asin": "", "price": "", "quantity": ""},
{"title": "Marshall Tufton Portable Bluetooth Speaker, Black & Brass", "asin": "", "price": "", "quantity": ""},
{"title": "Jabra Speak 510 UC Wireless Bluetooth Speakerphone \u2013 Outstanding Sound Quality, Portable Conference Speaker for Holding Meetings Anywhere - Certified for Zoom & Google Meet", "asin": "", "price": "$77.98", "quantity": ""},
{"title": "Razer Huntsman Mini 60% Gaming Keyboard: Fast Keyboard Switches - Clicky Optical Switches - Chroma RGB Lighting - PBT Keycaps - Onboard Memory Snap Tap - Black", "asin": "", "price": "$69.99", "quantity": ""},
{"title": "SAMSUNG FT45 Series 24-Inch WUXGA 1920 x 1200 Computer Monitor, 75Hz, IPS Panel, HDMI, DisplayPort, DVI, USB Hub, Built-in Speakers, Height Adjustable Stand, 3 Yr WRNTY (LF24T454GYNXZA),Black", "asin": "", "price": "$209.99", "quantity": ""},
{"title": "BOSCH GSR12V-140FCB22 12V Drill/Driver 5-In-1 Flexiclick System - Torque, Lightweight, Magnetic Bit Holder, Keyless Chuck, Right Angle & Offset Attachments. Includes 2.0 Ah Batteries & Charger", "asin": "", "price": "$145.28", "quantity": ""},
{"title": "Philips Hue Indoor 33 Ft Smart LED Solo lightstrip Base Kit - 1 Pack - Control with Hue App - Compatible with Alexa, Google Assistant and Apple HomeKit", "asin": "", "price": "$135.99", "quantity": ""},
{"title": "Philips Sonicare Genuine G3 Premium Gum Care Replacement Toothbrush Heads, Black, HX9054/95", "asin": "", "price": "$44.99", "quantity": ""},
{"title": "Philips Sonicare Genuine G3 Premium Gum Care Replacement Toothbrush Heads, 4 Brush Heads, White, HX9054/65", "asin": "", "price": "$44.99", "quantity": ""},
{"title": "Brother P-Touch PT-D410 Home / Office Advanced Label Maker | Connect via USB to Create and Print on TZe Label Tapes up to ~3/4 inch, White", "asin": "", "price": "$59.98", "quantity": ""},
{"title": "Intel Core i9-12900KF Gaming Desktop Processor 16 (8P+8E) Cores up to 5.2 GHz Unlocked LGA1700 600 Series Chipset 125W", "asin": "", "price": "$269.99", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \u2013 Approved for Today\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps", "asin": "", "price": "$299.99", "quantity": ""},
{"title": "Beats Solo 4 - Wireless Bluetooth On-Ear Headphones, Apple & Android Compatible, Up to 50 Hours of Battery Life - Cloud Pink", "asin": "", "price": "$199.95", "quantity": ""},
{"title": "Apple iPad (10th Generation): with A14 Bionic chip, 10.9-inch Liquid Retina Display, 256GB, Wi-Fi 6, 12MP front/12MP Back Camera, Touch ID, All-Day Battery Life \u2013 Silver", "asin": "", "price": "$349.97", "quantity": ""},
{"title": "Arlo Essential Security Camera 2K | Indoor Only| 2nd Gen | Baby Monitor & Pet Camera | Wired Automated Privacy Shield, 2-Way Audio, Night Vision, Live Stream, Motion Alerts & Notifications White,1 Cam", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "Jabra Speak2 75 Wireless Bluetooth Speakerphone - 4 Noise-Cancelling Mics, Full-Range 65mm Portable Speaker and Super-Wideband Audio - Certified for Zoom and Google Meet - Dark Grey", "asin": "", "price": "$268.51", "quantity": ""},
{"title": "EltaMD UV Clear Face Sunscreen SPF 46, Oil Free Sunscreen with Zinc Oxide, Dermatologist Recommended Sunscreen", "asin": "", "price": "$44.00", "quantity": ""},
{"title": "Philips Norelco Shaver Series 9000, Wet and Dry Electric Shaver, with Lift & Cut Shaving System and SenseIQ Technology, Pop-up Trimmer, Cleaning Pod, Charging Stand and Travel Case, Model S9987/85", "asin": "", "price": "$259.96", "quantity": ""},
{"title": "Curel Japanese Skin Care Foaming Daily Face Wash for Sensitive Skin, Hydrating Facial Cleanser for Dry Skin, pH-Balanced and Fragrance-Free, 5 Oz (Step 2 of 2-Step Skincare)", "asin": "", "price": "$13.23", "quantity": ""},
{"title": "Dyson Supersonic Nural\u2122 Hair Dryer", "asin": "", "price": "$499.00", "quantity": ""},
{"title": "Aesop Geranium Leaf Body Cleanser | For All Skin Types To Cleanse Without Drying Out | Geranium Leaf, Mandarin Rind, Bergamot Rind | 16.9 oz / 500mL", "asin": "", "price": "$50.00", "quantity": ""},
{"title": "N\u00e9cessaire Eucalyptus Body Wash with Pump | Multi-Oil Nourishing Cleanse For Women + Men | Gel Cleanser | Dermatologist-Tested. Hypoallergenic | No SLS/SLES (500 ml / 16.9 fl. oz.)", "asin": "", "price": "$38.00", "quantity": ""},
{"title": "Colorescience Total Protection No-Show Mineral Sunscreen SPF 50, 1.7oz, 100% Invisible all-mineral sunscreen for all skin tones & types", "asin": "", "price": "$45.00", "quantity": ""},
{"title": "EltaMD Skin Recovery Overnight Face Mask, Moisturizer Cream Night Mask for Face & Neck, Safe for Sensitive Skin, 1.7 oz Jar", "asin": "", "price": "$56.00", "quantity": ""},
{"title": "Lab Series All-In-One Multi-Action Face Wash - Men's Face Scrub - Cleanse and Exfoliates Skin", "asin": "", "price": "$53.00", "quantity": ""},
{"title": "EltaMD UV Physical Tinted Sunscreen for Face, SPF 41 Tinted Sunscreen, 100% Mineral Active Sunscreen", "asin": "", "price": "$46.00", "quantity": ""},
{"title": "EltaMD UV Daily SPF 40 Face Sunscreen Moisturizer with Zinc Oxide, Daily Face Moisturizer with SPF, Sunscreen, 1.7 oz Pump", "asin": "", "price": "$76.00", "quantity": ""},
{"title": "Braun Series 9 PRO+ 9577cc Electric Razor for Men, 5 Pro Shave Elements & Precision Long Hair Trimmer, 6in1 SmartCare Center, PowerCase for Mobile Charging, Wet & Dry, 60min Battery Runtime", "asin": "", "price": "$319.90", "quantity": ""},
{"title": "Obagi Professional-C Vitamin C Serum \u2013 Helps Brighten Skin Tone and Minimize the Appearance of Fine Lines & Wrinkles \u2013 Safe for Sensitive Skin", "asin": "", "price": "$110.00", "quantity": ""},
{"title": "Aesop Resurrection Duet | Hand Wash & Hand Balm | Gentle Cleanse, Soften Hard-Working Hands | 16.9 oz / 500mL", "asin": "", "price": "$133.00", "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": "2025-04-13T22:32:07.725Z", // 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>
|
2025-04-13T22:32:07.725Z
|
click
|
other
|
rule
|
2025-04-13T22:32:07.725Z
|
click
|
other
|
train
| 354 |
2025-04-13T22:32:07.725Z
|
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": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
<|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": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$249.99", "quantity": "1"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": "1"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$33.36", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"promotion_items": [{"title": "Gryphon Guardian Mesh WiFi Router and Parental Control System with Content Filters and Advanced Cyber Security", "asin": "B082YGNKJH", "price": "$99.00", "quantity": ""},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE17000) \u2013 Security Features, 17 Gbps Wireless Speed, 10 Gig Internet Port, Tri-Band Gaming Router, Covers 3,300 sq. ft., 150 Devices, Built-in VPN, USB 3.0", "asin": "B0DW1TZL1L", "price": "$399.99", "quantity": ""},
{"title": "Gryphon AX \u2013 Ultra-Fast Mesh WiFi 6 Parental Control Router \u2013 Advanced Content Filters and Next-Gen Firewall - 4.3 Gbps Across 3,000 sq. ft. per Router for Multi-Device Households", "asin": "B098R77RTP", "price": "$299.00", "quantity": ""},
{"title": "NETGEAR Orbi Whole Home Tri-Band WiFi 6 Mesh Network System (RBK752P) \u2013 Router with 1 Satellite Extender, Security Features, Coverage up to 5,000 sq. ft., 75 Devices, AX5200 802.11ax (Up to 5.2Gbps)", "asin": "B0CY6LPDVX", "price": "$299.99", "quantity": ""},
{"title": "Sonicwall TZ570 with 8x5 Support (02-SSC-5859) | TZ570 Network Security Appliance with 1 Year 8x5 Support License | Next-Generation Firewall | 8X 1GbE Ports, 2X 5GbE Ports", "asin": "B08GGFBCNC", "price": "$1,596.00", "quantity": ""},
{"title": "NETGEAR Orbi 870 Series Tri-Band WiFi 7 Mesh System (RBE873) - Router + 2 Satellite Extenders, Security Features, Up to 21 Gbps, Covers Up to 9,000 Sq. Ft., 150 Devices, 10 Gig Internet Port, BE21000", "asin": "B0DPLH5DFH", "price": "$1,149.99", "quantity": ""},
{"title": "Cudy BE3600 WiFi 7 Gigabit 4 Stream Dual Band Router WR3600 MU-MIMO High Gain Antennas VPN Clients & Server, Cloud Control, Cudy APP", "asin": "B0DDT6CGSR", "price": "", "quantity": ""},
{"title": "Tenda AX3000 WiFi 6 Router \u2013 Dual Band Gigabit Router for Wireless Internet, 4XGE Ports, VPN Router, Easy Setup, Parental Controls, Access Point Mode, IPv6, WPA3(RX12L Pro)", "asin": "B0D9QGC6ZS", "price": "", "quantity": ""},
{"title": "Amazon Basics Single Serve Coffee Maker K-Cup, 14 Oz, Black & Stainless Steel Machine, 5.98\"D x 9.44\"W x 14.17\"H", "asin": "", "price": "$35.10", "quantity": ""},
{"title": "Amazon Basics Upright Bagless Vacuum Cleaner for Carpet and Hard Floors, With Crevice and Upholstery Tools, Detachable Handle, Lightweight (8.4 lbs), 1.7L Dust Cup, 720W, 18ft Cord, Black/White", "asin": "", "price": "$58.99", "quantity": ""},
{"title": "Intel Core i7-12700KF Desktop Processor 12 (8P+4E) Cores up to 5.0 GHz Unlocked LGA1700 600 Series Chipset 125W", "asin": "", "price": "$189.99", "quantity": ""},
{"title": "Amazon Basics Smart LED Light Strip, 32.8 Feet (2 Rolls of 16.4 Feet), RGB + Tunable White, Works with Alexa Only, 2.4 GHz Wi-Fi, No Hub Required", "asin": "", "price": "$32.99", "quantity": ""},
{"title": "Intel Core i7-12700K Gaming Desktop Processor with Integrated Graphics and 12 (8P+4E) Cores up to 5.0 GHz Unlocked LGA1700 600 Series Chipset 125W", "asin": "", "price": "$219.97", "quantity": ""},
{"title": "Amazon Basics 24-inch IPS Monitor 75 Hz Powered with AOC Technology FHD 1080P HDMI, Display Port and VGA Input VESA Compatible Built-in Speakers for Office and Home, Black", "asin": "", "price": "$85.00", "quantity": ""},
{"title": "Disc Drive For PS5 Digital Edition Consoles (slim)", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "AmazonCommercial Premium Bluetooth Speakerphone", "asin": "", "price": "$110.98", "quantity": ""},
{"title": "DynaTrap DT1050-TUNSR 1/2 Acre Mosquito & flying Insect Trap \u2013 Kills Mosquitoes, Flies, Wasps, Gnats, & Other Flying Insects - Bug Zapper Alternative - Tungsten", "asin": "", "price": "", "quantity": ""},
{"title": "Amazon Basics Air Purifier for Home and Office, With 3-Stage Filtration, HEPA Filter With Activated Carbon, 3 Speeds, Timer, Sleep Mode (32db), Energy Star Certificate, Covers Up to 1067 Sq ft, White", "asin": "", "price": "", "quantity": ""},
{"title": "Xbox Series X 1TB SSD Console - Includes Xbox Wireless Controller - Up to 120 frames per second - 16 GB RAM - 1 TB SSD Storage - Experience True 4K Gaming - Xbox Velocity Architecture", "asin": "", "price": "", "quantity": ""},
{"title": "Amazon Basics Electric Toothbrush Head Replacement Brush, White, 5 Count (Fits Most Oral-B Brushes) (Previously Solimo)", "asin": "", "price": "", "quantity": ""},
{"title": "Jabra Speak2 40 Portable Speakerphone - 4 Noise-Cancelling Mics, Full-Range 50mm Portable Speaker, Wideband Audio and USB-A and USB-C Connections - Certified for Zoom and Google Meet - Dark Grey", "asin": "", "price": "", "quantity": ""},
{"title": "Marshall Tufton Portable Bluetooth Speaker, Black & Brass", "asin": "", "price": "", "quantity": ""},
{"title": "Jabra Speak 510 UC Wireless Bluetooth Speakerphone \u2013 Outstanding Sound Quality, Portable Conference Speaker for Holding Meetings Anywhere - Certified for Zoom & Google Meet", "asin": "", "price": "$77.98", "quantity": ""},
{"title": "Razer Huntsman Mini 60% Gaming Keyboard: Fast Keyboard Switches - Clicky Optical Switches - Chroma RGB Lighting - PBT Keycaps - Onboard Memory Snap Tap - Black", "asin": "", "price": "$69.99", "quantity": ""},
{"title": "SAMSUNG FT45 Series 24-Inch WUXGA 1920 x 1200 Computer Monitor, 75Hz, IPS Panel, HDMI, DisplayPort, DVI, USB Hub, Built-in Speakers, Height Adjustable Stand, 3 Yr WRNTY (LF24T454GYNXZA),Black", "asin": "", "price": "$209.99", "quantity": ""},
{"title": "BOSCH GSR12V-140FCB22 12V Drill/Driver 5-In-1 Flexiclick System - Torque, Lightweight, Magnetic Bit Holder, Keyless Chuck, Right Angle & Offset Attachments. Includes 2.0 Ah Batteries & Charger", "asin": "", "price": "$145.28", "quantity": ""},
{"title": "Philips Hue Indoor 33 Ft Smart LED Solo lightstrip Base Kit - 1 Pack - Control with Hue App - Compatible with Alexa, Google Assistant and Apple HomeKit", "asin": "", "price": "$135.99", "quantity": ""},
{"title": "Philips Sonicare Genuine G3 Premium Gum Care Replacement Toothbrush Heads, Black, HX9054/95", "asin": "", "price": "$44.99", "quantity": ""},
{"title": "Philips Sonicare Genuine G3 Premium Gum Care Replacement Toothbrush Heads, 4 Brush Heads, White, HX9054/65", "asin": "", "price": "$44.99", "quantity": ""},
{"title": "Brother P-Touch PT-D410 Home / Office Advanced Label Maker | Connect via USB to Create and Print on TZe Label Tapes up to ~3/4 inch, White", "asin": "", "price": "$59.98", "quantity": ""},
{"title": "Intel Core i9-12900KF Gaming Desktop Processor 16 (8P+8E) Cores up to 5.2 GHz Unlocked LGA1700 600 Series Chipset 125W", "asin": "", "price": "$269.99", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \u2013 Approved for Today\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps", "asin": "", "price": "$299.99", "quantity": ""},
{"title": "Beats Solo 4 - Wireless Bluetooth On-Ear Headphones, Apple & Android Compatible, Up to 50 Hours of Battery Life - Cloud Pink", "asin": "", "price": "$199.95", "quantity": ""},
{"title": "Apple iPad (10th Generation): with A14 Bionic chip, 10.9-inch Liquid Retina Display, 256GB, Wi-Fi 6, 12MP front/12MP Back Camera, Touch ID, All-Day Battery Life \u2013 Silver", "asin": "", "price": "$349.97", "quantity": ""},
{"title": "Arlo Essential Security Camera 2K | Indoor Only| 2nd Gen | Baby Monitor & Pet Camera | Wired Automated Privacy Shield, 2-Way Audio, Night Vision, Live Stream, Motion Alerts & Notifications White,1 Cam", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "Jabra Speak2 75 Wireless Bluetooth Speakerphone - 4 Noise-Cancelling Mics, Full-Range 65mm Portable Speaker and Super-Wideband Audio - Certified for Zoom and Google Meet - Dark Grey", "asin": "", "price": "$268.51", "quantity": ""},
{"title": "EltaMD UV Clear Face Sunscreen SPF 46, Oil Free Sunscreen with Zinc Oxide, Dermatologist Recommended Sunscreen", "asin": "", "price": "$44.00", "quantity": ""},
{"title": "Philips Norelco Shaver Series 9000, Wet and Dry Electric Shaver, with Lift & Cut Shaving System and SenseIQ Technology, Pop-up Trimmer, Cleaning Pod, Charging Stand and Travel Case, Model S9987/85", "asin": "", "price": "$259.96", "quantity": ""},
{"title": "Curel Japanese Skin Care Foaming Daily Face Wash for Sensitive Skin, Hydrating Facial Cleanser for Dry Skin, pH-Balanced and Fragrance-Free, 5 Oz (Step 2 of 2-Step Skincare)", "asin": "", "price": "$13.23", "quantity": ""},
{"title": "Dyson Supersonic Nural\u2122 Hair Dryer", "asin": "", "price": "$499.00", "quantity": ""},
{"title": "Aesop Geranium Leaf Body Cleanser | For All Skin Types To Cleanse Without Drying Out | Geranium Leaf, Mandarin Rind, Bergamot Rind | 16.9 oz / 500mL", "asin": "", "price": "$50.00", "quantity": ""},
{"title": "N\u00e9cessaire Eucalyptus Body Wash with Pump | Multi-Oil Nourishing Cleanse For Women + Men | Gel Cleanser | Dermatologist-Tested. Hypoallergenic | No SLS/SLES (500 ml / 16.9 fl. oz.)", "asin": "", "price": "$38.00", "quantity": ""},
{"title": "Colorescience Total Protection No-Show Mineral Sunscreen SPF 50, 1.7oz, 100% Invisible all-mineral sunscreen for all skin tones & types", "asin": "", "price": "$45.00", "quantity": ""},
{"title": "EltaMD Skin Recovery Overnight Face Mask, Moisturizer Cream Night Mask for Face & Neck, Safe for Sensitive Skin, 1.7 oz Jar", "asin": "", "price": "$56.00", "quantity": ""},
{"title": "Lab Series All-In-One Multi-Action Face Wash - Men's Face Scrub - Cleanse and Exfoliates Skin", "asin": "", "price": "$53.00", "quantity": ""},
{"title": "EltaMD UV Physical Tinted Sunscreen for Face, SPF 41 Tinted Sunscreen, 100% Mineral Active Sunscreen", "asin": "", "price": "$46.00", "quantity": ""},
{"title": "EltaMD UV Daily SPF 40 Face Sunscreen Moisturizer with Zinc Oxide, Daily Face Moisturizer with SPF, Sunscreen, 1.7 oz Pump", "asin": "", "price": "$76.00", "quantity": ""},
{"title": "Braun Series 9 PRO+ 9577cc Electric Razor for Men, 5 Pro Shave Elements & Precision Long Hair Trimmer, 6in1 SmartCare Center, PowerCase for Mobile Charging, Wet & Dry, 60min Battery Runtime", "asin": "", "price": "$319.90", "quantity": ""},
{"title": "Obagi Professional-C Vitamin C Serum \u2013 Helps Brighten Skin Tone and Minimize the Appearance of Fine Lines & Wrinkles \u2013 Safe for Sensitive Skin", "asin": "", "price": "$110.00", "quantity": ""},
{"title": "Aesop Resurrection Duet | Hand Wash & Hand Balm | Gentle Cleanse, Soften Hard-Working Hands | 16.9 oz / 500mL", "asin": "", "price": "$133.00", "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": "2025-04-13T22:32:07.725Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.371Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.389Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.721Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.739Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:18.279Z\", \"action\": \"purchase\", \"action_argument\": \"B0C36K8SJJ, B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"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\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"price\": \"$299.97\", \"quantity\": \"1\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"price\": \"$249.99\", \"quantity\": \"1\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices\", \"asin\": \"B0B1LZMH78\", \"price\": \"$239.97\", \"quantity\": \"1\"},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"quantity\": \"1\"},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$33.36\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0B3SQK74L\"},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\"},\n{\"price\": \"$129.99\"},\n{\"bullet_list\": \"Tri-Band WiFi 6E Router - Up to 5400 Mbps WiFi for faster browsing, streaming, gaming and downloading, all at the same time(6 GHz: 2402 Mbps;5 GHz: 2402 Mbps;2.4 GHz: 574 Mbps) WiFi 6E Unleashed \\u2013 The brand new 6 GHz band brings more bandwidth, faster speeds, and near-zero latency; Enables more responsive gaming and video chatting Connect More Devices\\u2014True Tri-Band and OFDMA technology increase capacity by 4 times to enable simultaneous transmission to more devices More RAM, Better Processing - Armed with a 1.7 GHz Quad-Core CPU and 512 MB High-Speed Memory OneMesh Supported \\u2013 Creates a OneMesh network by connecting to a TP-Link OneMesh Extender for seamless whole-home coverage. VPN Server and Client: Archer AXE75 Supports both VPN Server and VPN Client (OpenVPN/PPTP/L2TP) TP-Link HomeShield - TP-Link's premium security service keeps your home network safe with cutting-edge network and IoT protection. Free features: 1. Basic Network Security including Security Scan and IoT Device Identification 2. Basic Parental Controls 3. Quality of Service 4. Basic Weekly/Monthly Reports. Visit TP-Link website for more information. Works with all internet service providers, such as AT&T, Verizon, Xfinity, Spectrum, RCN, Cox, CenturyLink, Frontier, etc.( a modem is required for most internet service providers)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"WiFi 6E, AXE5400, Tri-Band\"}],\n\"promotion_items\": [{\"title\": \"TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support\", \"asin\": \"B0CJSNSVMR\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"quantity\": \"\"},\n{\"title\": \"TP-Link AX6000 Wi-Fi 6 Router (Archer AX80) \\u2013 Dual Band, 2.5 Gbps WAN/LAN Port, 8K Streaming,Wireless Internet Router with OneMesh and AP Mode, Long Range Coverage, WPA3, Beamforming\", \"asin\": \"B0BMWHQH1M\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security\", \"asin\": \"B0DVBP5L6Y\", \"price\": \"$174.59\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Dual-Band BE3600 Wi-Fi 7 Router Archer BE230 | 4-Stream 3.6 Gbps | 2\\u00d72.5G + 3\\u00d71G Ports, USB 3.0, 2.0 GHz Quad Core, 4 Antennas | VPN Clients & Server | EasyMesh, HomeShield, MLO, Private IOT\", \"asin\": \"B0DC99N2T8\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk 6-Stream Dual-Band WiFi 6 Router (RAX54S) \\u2013 Security Features, AX5400 Wireless Speed, Up to 5.4 Gbps, Covers up to 2,500 sq. ft., 25 Devices - 1-Year Armor Subscription Included\", \"asin\": \"B0CW6LCZH2\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS90) \\u2013 Security Features, BE3600 Wireless Speed (up to 3.6 Gbps) - Covers up to 2,000 sq. ft., 50 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DW27FNG3\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support\", \"asin\": \"B0CJSNSVMR\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Tri-Band BE15000 WiFi 7 Router Archer BE700 | 8-Stream 15Gbps | 1\\u00d710G+1\\u00d72.5G+2\\u00d71G Ports, USB 3.0 | 6 Internal Antennas | VPN Clients & Server | Easy-Mesh, HomeShield, MLO, Private IOT\", \"asin\": \"B0DGQVB7GH\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Deco Mesh WiFi System(Deco M5) \\u2013Up to 3,800 sq. ft. Whole Home Coverage and 60+ Devices, WiFi Router/Extender Replacement, Parental Controls, 2-pack\", \"asin\": \"B0797D6853\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link AX6000 Wi-Fi 6 Router (Archer AX80) \\u2013 Dual Band, 2.5 Gbps WAN/LAN Port, 8K Streaming,Wireless Internet Router with OneMesh and AP Mode, Long Range Coverage, WPA3, Beamforming\", \"asin\": \"B0BMWHQH1M\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS90) \\u2013 Security Features, BE3600 Wireless Speed (up to 3.6 Gbps) - Covers up to 2,000 sq. ft., 50 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DW27FNG3\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Tri-Band BE19000 Wi-Fi 7 Gaming Router Archer GE800 | 12-Stream 19 Gbps | 2\\u00d710G + 4\\u00d72.5G Ports, USB 3.0 | Turbo Acceleration, Dedicated Gaming Port & Panel, RGB Lighting | EasyMesh, HomeShield\", \"asin\": \"B0D7MSQG4T\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS300) - Security Features, BE9300 Wireless Speed (up to 9.3Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port\", \"asin\": \"B0D4JBGPH4\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Tri-Band BE15000 WiFi 7 Router Archer BE700 | 8-Stream 15Gbps | 1\\u00d710G+1\\u00d72.5G+2\\u00d71G Ports, USB 3.0 | 6 Internal Antennas | VPN Clients & Server | Easy-Mesh, HomeShield, MLO, Private IOT\", \"asin\": \"B0DGQVB7GH\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Dual-Band AX3000 Wi-Fi 6 Router Archer AX55 | Wireless Gigabit Internet Router for Home | EasyMesh Compatible | VPN Clients & Server | HomeShield, OFDMA, MU-MIMO | USB 3.0 | Secure by Design\", \"asin\": \"B09G5W9R6R\", \"price\": \"$71.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Dual-Band BE3600 Wi-Fi 7 Router Archer BE230 | 4-Stream 3.6 Gbps | 2\\u00d72.5G + 3\\u00d71G Ports, USB 3.0, 2.0 GHz Quad Core, 4 Antennas | VPN Clients & Server | EasyMesh, HomeShield, MLO, Private IOT\", \"asin\": \"B0DC99N2T8\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support\", \"asin\": \"B0CJSNSVMR\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security\", \"asin\": \"B0DVBP5L6Y\", \"price\": \"$174.59\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS90) \\u2013 Security Features, BE3600 Wireless Speed (up to 3.6 Gbps) - Covers up to 2,000 sq. ft., 50 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DW27FNG3\", \"price\": \"$109.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\"},\n{\"title\": \"TP-Link AX5400 Tri-Band WiFi 6 Router (Archer AX75)- Gigabit Wireless Internet Router, ax Router for Streaming and Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SN1187\", \"price\": \"$237.99\"},\n{\"title\": \"TP-Link 7 Stream AX3200 WiFi 6 Router (Archer AX32)- Dual Band Gigabit Wireless Internet Router, High-Speed ax Router for Streaming, Long Range Coverage\", \"asin\": \"B09BYJ77L6\", \"price\": \"$159.99\"},\n{\"title\": \"Linksys Hydra Pro 6 Mesh WiFi 6 Router - WiFi Extender Replacement - MR5500-AMZ - Mesh WiFi Router for Wireless Internet - WiFi Mesh Wireless Router - Mesh Router Connect to 30+ Devices 2,700 Sq Ft\", \"asin\": \"B09VCWRZMV\", \"price\": \"$109.99\"},\n{\"title\": \"TP-Link - Archer AXE7800 Tri-Band Wi-Fi 6E Router - Black (Renewed)\", \"asin\": \"B0CDZL62VY\", \"price\": \"$179.99\"},\n{\"title\": \"Reyee AX6000 WiFi 6 Router, Wireless 8-Stream Gaming Router, 8 FEMs, 2.5G WAN,2.0 GHz Quad-Core CPU, WPA3, Smart VPN for Large Home E6\", \"asin\": \"B0C7BG64YD\", \"price\": \"$118.99\"}]\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\": \"2025-04-13T22:48:36.970Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T22:32:07.725Z", "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": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$249.99", "quantity": "1"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": "1"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$33.36", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B0B3SQK74L"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3"},
{"price": "$129.99"},
{"bullet_list": "Tri-Band WiFi 6E Router - Up to 5400 Mbps WiFi for faster browsing, streaming, gaming and downloading, all at the same time(6 GHz: 2402 Mbps;5 GHz: 2402 Mbps;2.4 GHz: 574 Mbps) WiFi 6E Unleashed \u2013 The brand new 6 GHz band brings more bandwidth, faster speeds, and near-zero latency; Enables more responsive gaming and video chatting Connect More Devices\u2014True Tri-Band and OFDMA technology increase capacity by 4 times to enable simultaneous transmission to more devices More RAM, Better Processing - Armed with a 1.7 GHz Quad-Core CPU and 512 MB High-Speed Memory OneMesh Supported \u2013 Creates a OneMesh network by connecting to a TP-Link OneMesh Extender for seamless whole-home coverage. VPN Server and Client: Archer AXE75 Supports both VPN Server and VPN Client (OpenVPN/PPTP/L2TP) TP-Link HomeShield - TP-Link's premium security service keeps your home network safe with cutting-edge network and IoT protection. Free features: 1. Basic Network Security including Security Scan and IoT Device Identification 2. Basic Parental Controls 3. Quality of Service 4. Basic Weekly/Monthly Reports. Visit TP-Link website for more information. Works with all internet service providers, such as AT&T, Verizon, Xfinity, Spectrum, RCN, Cox, CenturyLink, Frontier, etc.( a modem is required for most internet service providers)"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}],
"promotion_items": [{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": ""},
{"title": "TP-Link AX6000 Wi-Fi 6 Router (Archer AX80) \u2013 Dual Band, 2.5 Gbps WAN/LAN Port, 8K Streaming,Wireless Internet Router with OneMesh and AP Mode, Long Range Coverage, WPA3, Beamforming", "asin": "B0BMWHQH1M", "price": "$149.99", "quantity": ""},
{"title": "TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security", "asin": "B0DVBP5L6Y", "price": "$174.59", "quantity": ""},
{"title": "TP-Link Dual-Band BE3600 Wi-Fi 7 Router Archer BE230 | 4-Stream 3.6 Gbps | 2\u00d72.5G + 3\u00d71G Ports, USB 3.0, 2.0 GHz Quad Core, 4 Antennas | VPN Clients & Server | EasyMesh, HomeShield, MLO, Private IOT", "asin": "B0DC99N2T8", "price": "$119.99", "quantity": ""},
{"title": "NETGEAR Nighthawk 6-Stream Dual-Band WiFi 6 Router (RAX54S) \u2013 Security Features, AX5400 Wireless Speed, Up to 5.4 Gbps, Covers up to 2,500 sq. ft., 25 Devices - 1-Year Armor Subscription Included", "asin": "B0CW6LCZH2", "price": "$159.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS90) \u2013 Security Features, BE3600 Wireless Speed (up to 3.6 Gbps) - Covers up to 2,000 sq. ft., 50 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DW27FNG3", "price": "$109.99", "quantity": ""},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": ""},
{"title": "TP-Link Tri-Band BE15000 WiFi 7 Router Archer BE700 | 8-Stream 15Gbps | 1\u00d710G+1\u00d72.5G+2\u00d71G Ports, USB 3.0 | 6 Internal Antennas | VPN Clients & Server | Easy-Mesh, HomeShield, MLO, Private IOT", "asin": "B0DGQVB7GH", "price": "$299.99", "quantity": ""},
{"title": "TP-Link Deco Mesh WiFi System(Deco M5) \u2013Up to 3,800 sq. ft. Whole Home Coverage and 60+ Devices, WiFi Router/Extender Replacement, Parental Controls, 2-pack", "asin": "B0797D6853", "price": "$79.99", "quantity": ""},
{"title": "TP-Link AX6000 Wi-Fi 6 Router (Archer AX80) \u2013 Dual Band, 2.5 Gbps WAN/LAN Port, 8K Streaming,Wireless Internet Router with OneMesh and AP Mode, Long Range Coverage, WPA3, Beamforming", "asin": "B0BMWHQH1M", "price": "$149.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS90) \u2013 Security Features, BE3600 Wireless Speed (up to 3.6 Gbps) - Covers up to 2,000 sq. ft., 50 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DW27FNG3", "price": "$109.99", "quantity": ""},
{"title": "TP-Link Tri-Band BE19000 Wi-Fi 7 Gaming Router Archer GE800 | 12-Stream 19 Gbps | 2\u00d710G + 4\u00d72.5G Ports, USB 3.0 | Turbo Acceleration, Dedicated Gaming Port & Panel, RGB Lighting | EasyMesh, HomeShield", "asin": "B0D7MSQG4T", "price": "$399.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS300) - Security Features, BE9300 Wireless Speed (up to 9.3Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port", "asin": "B0D4JBGPH4", "price": "$299.99", "quantity": ""},
{"title": "TP-Link Tri-Band BE15000 WiFi 7 Router Archer BE700 | 8-Stream 15Gbps | 1\u00d710G+1\u00d72.5G+2\u00d71G Ports, USB 3.0 | 6 Internal Antennas | VPN Clients & Server | Easy-Mesh, HomeShield, MLO, Private IOT", "asin": "B0DGQVB7GH", "price": "$299.99", "quantity": ""},
{"title": "TP-Link Dual-Band AX3000 Wi-Fi 6 Router Archer AX55 | Wireless Gigabit Internet Router for Home | EasyMesh Compatible | VPN Clients & Server | HomeShield, OFDMA, MU-MIMO | USB 3.0 | Secure by Design", "asin": "B09G5W9R6R", "price": "$71.99", "quantity": ""},
{"title": "TP-Link Dual-Band BE3600 Wi-Fi 7 Router Archer BE230 | 4-Stream 3.6 Gbps | 2\u00d72.5G + 3\u00d71G Ports, USB 3.0, 2.0 GHz Quad Core, 4 Antennas | VPN Clients & Server | EasyMesh, HomeShield, MLO, Private IOT", "asin": "B0DC99N2T8", "price": "$119.99", "quantity": ""},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""},
{"title": "TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security", "asin": "B0DVBP5L6Y", "price": "$174.59", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS90) \u2013 Security Features, BE3600 Wireless Speed (up to 3.6 Gbps) - Covers up to 2,000 sq. ft., 50 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DW27FNG3", "price": "$109.99", "quantity": ""}],
"comparison_items": [{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99"},
{"title": "TP-Link AX5400 Tri-Band WiFi 6 Router (Archer AX75)- Gigabit Wireless Internet Router, ax Router for Streaming and Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SN1187", "price": "$237.99"},
{"title": "TP-Link 7 Stream AX3200 WiFi 6 Router (Archer AX32)- Dual Band Gigabit Wireless Internet Router, High-Speed ax Router for Streaming, Long Range Coverage", "asin": "B09BYJ77L6", "price": "$159.99"},
{"title": "Linksys Hydra Pro 6 Mesh WiFi 6 Router - WiFi Extender Replacement - MR5500-AMZ - Mesh WiFi Router for Wireless Internet - WiFi Mesh Wireless Router - Mesh Router Connect to 30+ Devices 2,700 Sq Ft", "asin": "B09VCWRZMV", "price": "$109.99"},
{"title": "TP-Link - Archer AXE7800 Tri-Band Wi-Fi 6E Router - Black (Renewed)", "asin": "B0CDZL62VY", "price": "$179.99"},
{"title": "Reyee AX6000 WiFi 6 Router, Wireless 8-Stream Gaming Router, 8 FEMs, 2.5G WAN,2.0 GHz Quad-Core CPU, WPA3, Smart VPN for Large Home E6", "asin": "B0C7BG64YD", "price": "$118.99"}]
<|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": "2025-04-13T22:48:36.970Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T22:48:36.970Z
|
click
|
cart_side_bar
|
rule
|
2025-04-13T22:48:36.970Z
|
click
|
cart_side_bar
|
train
| 355 |
2025-04-13T22:48:36.970Z
|
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": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T22:32:07.725Z", "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": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$249.99", "quantity": "1"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": "1"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$33.36", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B0B3SQK74L"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3"},
{"price": "$129.99"},
{"bullet_list": "Tri-Band WiFi 6E Router - Up to 5400 Mbps WiFi for faster browsing, streaming, gaming and downloading, all at the same time(6 GHz: 2402 Mbps;5 GHz: 2402 Mbps;2.4 GHz: 574 Mbps) WiFi 6E Unleashed \u2013 The brand new 6 GHz band brings more bandwidth, faster speeds, and near-zero latency; Enables more responsive gaming and video chatting Connect More Devices\u2014True Tri-Band and OFDMA technology increase capacity by 4 times to enable simultaneous transmission to more devices More RAM, Better Processing - Armed with a 1.7 GHz Quad-Core CPU and 512 MB High-Speed Memory OneMesh Supported \u2013 Creates a OneMesh network by connecting to a TP-Link OneMesh Extender for seamless whole-home coverage. VPN Server and Client: Archer AXE75 Supports both VPN Server and VPN Client (OpenVPN/PPTP/L2TP) TP-Link HomeShield - TP-Link's premium security service keeps your home network safe with cutting-edge network and IoT protection. Free features: 1. Basic Network Security including Security Scan and IoT Device Identification 2. Basic Parental Controls 3. Quality of Service 4. Basic Weekly/Monthly Reports. Visit TP-Link website for more information. Works with all internet service providers, such as AT&T, Verizon, Xfinity, Spectrum, RCN, Cox, CenturyLink, Frontier, etc.( a modem is required for most internet service providers)"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}],
"promotion_items": [{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": ""},
{"title": "TP-Link AX6000 Wi-Fi 6 Router (Archer AX80) \u2013 Dual Band, 2.5 Gbps WAN/LAN Port, 8K Streaming,Wireless Internet Router with OneMesh and AP Mode, Long Range Coverage, WPA3, Beamforming", "asin": "B0BMWHQH1M", "price": "$149.99", "quantity": ""},
{"title": "TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security", "asin": "B0DVBP5L6Y", "price": "$174.59", "quantity": ""},
{"title": "TP-Link Dual-Band BE3600 Wi-Fi 7 Router Archer BE230 | 4-Stream 3.6 Gbps | 2\u00d72.5G + 3\u00d71G Ports, USB 3.0, 2.0 GHz Quad Core, 4 Antennas | VPN Clients & Server | EasyMesh, HomeShield, MLO, Private IOT", "asin": "B0DC99N2T8", "price": "$119.99", "quantity": ""},
{"title": "NETGEAR Nighthawk 6-Stream Dual-Band WiFi 6 Router (RAX54S) \u2013 Security Features, AX5400 Wireless Speed, Up to 5.4 Gbps, Covers up to 2,500 sq. ft., 25 Devices - 1-Year Armor Subscription Included", "asin": "B0CW6LCZH2", "price": "$159.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS90) \u2013 Security Features, BE3600 Wireless Speed (up to 3.6 Gbps) - Covers up to 2,000 sq. ft., 50 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DW27FNG3", "price": "$109.99", "quantity": ""},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": ""},
{"title": "TP-Link Tri-Band BE15000 WiFi 7 Router Archer BE700 | 8-Stream 15Gbps | 1\u00d710G+1\u00d72.5G+2\u00d71G Ports, USB 3.0 | 6 Internal Antennas | VPN Clients & Server | Easy-Mesh, HomeShield, MLO, Private IOT", "asin": "B0DGQVB7GH", "price": "$299.99", "quantity": ""},
{"title": "TP-Link Deco Mesh WiFi System(Deco M5) \u2013Up to 3,800 sq. ft. Whole Home Coverage and 60+ Devices, WiFi Router/Extender Replacement, Parental Controls, 2-pack", "asin": "B0797D6853", "price": "$79.99", "quantity": ""},
{"title": "TP-Link AX6000 Wi-Fi 6 Router (Archer AX80) \u2013 Dual Band, 2.5 Gbps WAN/LAN Port, 8K Streaming,Wireless Internet Router with OneMesh and AP Mode, Long Range Coverage, WPA3, Beamforming", "asin": "B0BMWHQH1M", "price": "$149.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS90) \u2013 Security Features, BE3600 Wireless Speed (up to 3.6 Gbps) - Covers up to 2,000 sq. ft., 50 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DW27FNG3", "price": "$109.99", "quantity": ""},
{"title": "TP-Link Tri-Band BE19000 Wi-Fi 7 Gaming Router Archer GE800 | 12-Stream 19 Gbps | 2\u00d710G + 4\u00d72.5G Ports, USB 3.0 | Turbo Acceleration, Dedicated Gaming Port & Panel, RGB Lighting | EasyMesh, HomeShield", "asin": "B0D7MSQG4T", "price": "$399.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS300) - Security Features, BE9300 Wireless Speed (up to 9.3Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port", "asin": "B0D4JBGPH4", "price": "$299.99", "quantity": ""},
{"title": "TP-Link Tri-Band BE15000 WiFi 7 Router Archer BE700 | 8-Stream 15Gbps | 1\u00d710G+1\u00d72.5G+2\u00d71G Ports, USB 3.0 | 6 Internal Antennas | VPN Clients & Server | Easy-Mesh, HomeShield, MLO, Private IOT", "asin": "B0DGQVB7GH", "price": "$299.99", "quantity": ""},
{"title": "TP-Link Dual-Band AX3000 Wi-Fi 6 Router Archer AX55 | Wireless Gigabit Internet Router for Home | EasyMesh Compatible | VPN Clients & Server | HomeShield, OFDMA, MU-MIMO | USB 3.0 | Secure by Design", "asin": "B09G5W9R6R", "price": "$71.99", "quantity": ""},
{"title": "TP-Link Dual-Band BE3600 Wi-Fi 7 Router Archer BE230 | 4-Stream 3.6 Gbps | 2\u00d72.5G + 3\u00d71G Ports, USB 3.0, 2.0 GHz Quad Core, 4 Antennas | VPN Clients & Server | EasyMesh, HomeShield, MLO, Private IOT", "asin": "B0DC99N2T8", "price": "$119.99", "quantity": ""},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""},
{"title": "TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security", "asin": "B0DVBP5L6Y", "price": "$174.59", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS90) \u2013 Security Features, BE3600 Wireless Speed (up to 3.6 Gbps) - Covers up to 2,000 sq. ft., 50 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DW27FNG3", "price": "$109.99", "quantity": ""}],
"comparison_items": [{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99"},
{"title": "TP-Link AX5400 Tri-Band WiFi 6 Router (Archer AX75)- Gigabit Wireless Internet Router, ax Router for Streaming and Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SN1187", "price": "$237.99"},
{"title": "TP-Link 7 Stream AX3200 WiFi 6 Router (Archer AX32)- Dual Band Gigabit Wireless Internet Router, High-Speed ax Router for Streaming, Long Range Coverage", "asin": "B09BYJ77L6", "price": "$159.99"},
{"title": "Linksys Hydra Pro 6 Mesh WiFi 6 Router - WiFi Extender Replacement - MR5500-AMZ - Mesh WiFi Router for Wireless Internet - WiFi Mesh Wireless Router - Mesh Router Connect to 30+ Devices 2,700 Sq Ft", "asin": "B09VCWRZMV", "price": "$109.99"},
{"title": "TP-Link - Archer AXE7800 Tri-Band Wi-Fi 6E Router - Black (Renewed)", "asin": "B0CDZL62VY", "price": "$179.99"},
{"title": "Reyee AX6000 WiFi 6 Router, Wireless 8-Stream Gaming Router, 8 FEMs, 2.5G WAN,2.0 GHz Quad-Core CPU, WPA3, Smart VPN for Large Home E6", "asin": "B0C7BG64YD", "price": "$118.99"}]
<|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": "2025-04-13T22:48:36.970Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.371Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.389Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.721Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.739Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:18.279Z\", \"action\": \"purchase\", \"action_argument\": \"B0C36K8SJJ, B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"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\": \"Understanding Computers and Cognition: A New Foundation for Design\", \"asin\": \"0201112973\", \"price\": \"$48.73\", \"quantity\": \"\"},\n{\"title\": \"Vabogu Cat 8 Ethernet Cable, 3ft Heavy Duty High Speed Internet Network Cable, 26AWG, 2000Mhz 40Gbps with Gold Plated RJ45 Connectors, Shielded for Indoor & Outdoor Use\", \"asin\": \"/promo/A3S106NAADCJ8V\", \"price\": \"$5.59\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000-1AZNAS) \\u2013 Approved for Today\\u2019s Fastest Speeds - Works With all Cable Providers, Incl. Xfinity, Spectrum, Cox - Cable Plans up to 2.5Gbps\", \"asin\": \"B0DKSKNC1K\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \\u2013 Approved for Today\\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps\", \"asin\": \"B0D3FHM3BC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"ARRIS (SB8200) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels\", \"asin\": \"B07DY16W2Z\", \"price\": \"$164.97\", \"quantity\": \"\"},\n{\"title\": \"ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty\", \"asin\": \"B0D94ZWX81\", \"price\": \"$219.00\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black\", \"asin\": \"B07Q5VM51Y\", \"price\": \"$188.77\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM2500-1AZNAS) \\u2013 Approved for Today\\u2019s Faster Speeds - Works with All Cable Providers Incl. Xfinity, Spectrum, Cox - Plans up to 2Gbps\", \"asin\": \"B0DKSMK9K5\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE300) | AXE7800 Tri-Band Wireless Gigabit Speed (Up to 7.8Gbps) | New 6GHz Band | 8-Streams Cover up to 2,500 sq. ft, 40 Devices (Renewed)\", \"asin\": \"B0BVKSJTGP\", \"price\": \"$128.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS600) - Security Features, BE18000 Wireless Speed (up to 18Gbps) \\u2013 10 Gig Internet Port - Covers up to 3,300 sq. ft., 150 Devices\", \"asin\": \"B0DG6LXDRK\", \"price\": \"$499.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS500) \\u2013 Security Features, BE12000 Wireless Speed (up to 12Gbps) - Covers up to 3,000 sq. ft., 120 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"1b1e39a3\", \"price\": \"$349.98\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS700S) - Security Features, BE19000 Wireless Speed (up to 19Gbps) \\u2013 10 Gig Internet Port - Covers up to 3,500 sq. ft., 200 Devices \\u2013 1-Year Armor Included\", \"asin\": \"B0C9JQLDCG\", \"price\": \"$549.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS280S) - Security Features, BE9200 Wireless Speed (up to 9.2 Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port \\u2013 Includes 1-Year Armor\", \"asin\": \"B0DGPLBRDQ\", \"price\": \"$209.65\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS300) - Security Features, BE9300 Wireless Speed (up to 9.3Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port\", \"asin\": \"B0D4JBGPH4\", \"price\": \"$299.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"WiFi 6E, 10.8Gbps\"}]},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"delivery\": \"FREE pickup Wed, Apr 16 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"(NEW) WiFi 7, 9.3Gbps\"}]},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices\", \"asin\": \"B0B1LZMH78\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"WiFi 6E, 7.8Gbps\"}]},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"WiFi 7, 6.5Gbps\"}]},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"WiFi 6E, AXE5400, Tri-Band\"}]},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"delivery\": \"FREE pickup Thu, Apr 17 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"delivery\": \"FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"delivery\": \"FREE pickup Wed, Apr 16 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []}],\n\"saved_items\": [{\"title\": \"HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A\", \"asin\": \"B09PY33NHB\", \"options\": [{\"Color\": \"Blue\"}]},\n{\"asin\": \"B09PY33NHB\", \"options\": []},\n{\"title\": \"Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"0521337399\", \"options\": []},\n{\"title\": \"The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback\", \"asin\": \"B00ZT21NMI\", \"options\": []},\n{\"title\": \"Software psychology: Human factors in computer and information systems (Winthrop computer systems series)\", \"asin\": \"0876268165\", \"options\": []},\n{\"title\": \"Outdoor Research Men's Sureshot Pro Gloves, Black, L\", \"asin\": \"B0CBLBPX5P\", \"options\": []},\n{\"title\": \"THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)\", \"asin\": \"B01M1L2NRL\", \"options\": [{\"Style\": \"T300RS GT Racing Wheel\"}]},\n{\"title\": \"CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)\", \"asin\": \"B011ANDC78\", \"options\": [{\"Size\": \"16 Fl Oz (Pack of 2)\"}]},\n{\"title\": \"CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)\", \"asin\": \"B0949SFXBD\", \"options\": [{\"Style\": \"Tool Only\"}, {\"Pattern Name\": \"Blower\"}]},\n{\"title\": \"Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes\", \"asin\": \"B019V1PW5G\", \"options\": [{\"Color\": \"Titanium\"}, {\"Size\": \"1\"}]},\n{\"title\": \"Giro Isode MIPS Cycling Helmet - Men's Matte White\", \"asin\": \"B07HQ6GKWB\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T23:00:23.623Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "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": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$48.73", "quantity": ""},
{"title": "Vabogu Cat 8 Ethernet Cable, 3ft Heavy Duty High Speed Internet Network Cable, 26AWG, 2000Mhz 40Gbps with Gold Plated RJ45 Connectors, Shielded for Indoor & Outdoor Use", "asin": "/promo/A3S106NAADCJ8V", "price": "$5.59", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000-1AZNAS) \u2013 Approved for Today\u2019s Fastest Speeds - Works With all Cable Providers, Incl. Xfinity, Spectrum, Cox - Cable Plans up to 2.5Gbps", "asin": "B0DKSKNC1K", "price": "$299.99", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \u2013 Approved for Today\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps", "asin": "B0D3FHM3BC", "price": "$299.99", "quantity": ""},
{"title": "ARRIS (SB8200) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels", "asin": "B07DY16W2Z", "price": "$164.97", "quantity": ""},
{"title": "ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty", "asin": "B0D94ZWX81", "price": "$219.00", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM2500-1AZNAS) \u2013 Approved for Today\u2019s Faster Speeds - Works with All Cable Providers Incl. Xfinity, Spectrum, Cox - Plans up to 2Gbps", "asin": "B0DKSMK9K5", "price": "$249.99", "quantity": ""},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE300) | AXE7800 Tri-Band Wireless Gigabit Speed (Up to 7.8Gbps) | New 6GHz Band | 8-Streams Cover up to 2,500 sq. ft, 40 Devices (Renewed)", "asin": "B0BVKSJTGP", "price": "$128.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS600) - Security Features, BE18000 Wireless Speed (up to 18Gbps) \u2013 10 Gig Internet Port - Covers up to 3,300 sq. ft., 150 Devices", "asin": "B0DG6LXDRK", "price": "$499.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS500) \u2013 Security Features, BE12000 Wireless Speed (up to 12Gbps) - Covers up to 3,000 sq. ft., 120 Devices \u2013 2.5 Gig Internet Port", "asin": "1b1e39a3", "price": "$349.98", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS700S) - Security Features, BE19000 Wireless Speed (up to 19Gbps) \u2013 10 Gig Internet Port - Covers up to 3,500 sq. ft., 200 Devices \u2013 1-Year Armor Included", "asin": "B0C9JQLDCG", "price": "$549.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS280S) - Security Features, BE9200 Wireless Speed (up to 9.2 Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port \u2013 Includes 1-Year Armor", "asin": "B0DGPLBRDQ", "price": "$209.65", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS300) - Security Features, BE9300 Wireless Speed (up to 9.3Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port", "asin": "B0D4JBGPH4", "price": "$299.99", "quantity": ""}],
"active_items": [{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 6E, 10.8Gbps"}]},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "delivery": "FREE pickup Wed, Apr 16 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "(NEW) WiFi 7, 9.3Gbps"}]},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 6E, 7.8Gbps"}]},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 7, 6.5Gbps"}]},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "delivery": "One-Day FREE pickup Tomorrow, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "FREE pickup Thu, Apr 17 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "FREE pickup Wed, Apr 16 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "One-Day FREE pickup Tomorrow, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T23:00:23.623Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T23:00:23.623Z
|
click_product
|
B0DK7Q5SCN
|
rule
|
2025-04-13T23:00:23.623Z
|
click_product
|
B0DK7Q5SCN
|
train
| 356 |
2025-04-13T23:00:23.623Z
|
click_product
|
B0DK7Q5SCN
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "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": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$48.73", "quantity": ""},
{"title": "Vabogu Cat 8 Ethernet Cable, 3ft Heavy Duty High Speed Internet Network Cable, 26AWG, 2000Mhz 40Gbps with Gold Plated RJ45 Connectors, Shielded for Indoor & Outdoor Use", "asin": "/promo/A3S106NAADCJ8V", "price": "$5.59", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000-1AZNAS) \u2013 Approved for Today\u2019s Fastest Speeds - Works With all Cable Providers, Incl. Xfinity, Spectrum, Cox - Cable Plans up to 2.5Gbps", "asin": "B0DKSKNC1K", "price": "$299.99", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \u2013 Approved for Today\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps", "asin": "B0D3FHM3BC", "price": "$299.99", "quantity": ""},
{"title": "ARRIS (SB8200) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels", "asin": "B07DY16W2Z", "price": "$164.97", "quantity": ""},
{"title": "ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty", "asin": "B0D94ZWX81", "price": "$219.00", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM2500-1AZNAS) \u2013 Approved for Today\u2019s Faster Speeds - Works with All Cable Providers Incl. Xfinity, Spectrum, Cox - Plans up to 2Gbps", "asin": "B0DKSMK9K5", "price": "$249.99", "quantity": ""},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE300) | AXE7800 Tri-Band Wireless Gigabit Speed (Up to 7.8Gbps) | New 6GHz Band | 8-Streams Cover up to 2,500 sq. ft, 40 Devices (Renewed)", "asin": "B0BVKSJTGP", "price": "$128.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS600) - Security Features, BE18000 Wireless Speed (up to 18Gbps) \u2013 10 Gig Internet Port - Covers up to 3,300 sq. ft., 150 Devices", "asin": "B0DG6LXDRK", "price": "$499.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS500) \u2013 Security Features, BE12000 Wireless Speed (up to 12Gbps) - Covers up to 3,000 sq. ft., 120 Devices \u2013 2.5 Gig Internet Port", "asin": "1b1e39a3", "price": "$349.98", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS700S) - Security Features, BE19000 Wireless Speed (up to 19Gbps) \u2013 10 Gig Internet Port - Covers up to 3,500 sq. ft., 200 Devices \u2013 1-Year Armor Included", "asin": "B0C9JQLDCG", "price": "$549.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS280S) - Security Features, BE9200 Wireless Speed (up to 9.2 Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port \u2013 Includes 1-Year Armor", "asin": "B0DGPLBRDQ", "price": "$209.65", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS300) - Security Features, BE9300 Wireless Speed (up to 9.3Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port", "asin": "B0D4JBGPH4", "price": "$299.99", "quantity": ""}],
"active_items": [{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 6E, 10.8Gbps"}]},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "delivery": "FREE pickup Wed, Apr 16 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "(NEW) WiFi 7, 9.3Gbps"}]},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 6E, 7.8Gbps"}]},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 7, 6.5Gbps"}]},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "delivery": "One-Day FREE pickup Tomorrow, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "FREE pickup Thu, Apr 17 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "FREE pickup Wed, Apr 16 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "One-Day FREE pickup Tomorrow, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T23:00:23.623Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.371Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.389Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.721Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.739Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:18.279Z\", \"action\": \"purchase\", \"action_argument\": \"B0C36K8SJJ, B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"price\": \"$299.97\", \"quantity\": \"1\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"price\": \"$249.99\", \"quantity\": \"1\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices\", \"asin\": \"B0B1LZMH78\", \"price\": \"$239.97\", \"quantity\": \"1\"},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"quantity\": \"1\"},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$33.36\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DK7Q5SCN\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\"},\n{\"price\": \"$249.99\"},\n{\"bullet_list\": \"Blazing-fast WiFi 7 speeds up to 9.3Gbps for gaming, smooth streaming, video conferencing and entertainment WiFi 7 delivers 2.4x faster speeds than WiFi 6 to maximize performance across all devices NETGEAR devices come with security measures built in as well as enhanced safety features and updates designed to help protect you and your family Sleek new body with smaller footprint and high-performance antennas for up to 2,500 sq. ft. of WiFi coverage 2.5 Gig internet port enables multi-gig speeds with the latest cable or fiber internet service plans 2 x 2.5 Gig and 2 x 1 Gig Ethernet LAN ports for fast wired connections NETGEAR Armor provides a powerful suite of tools to help keep you safe online, including enhanced protection against hackers, malware and identity theft, at home or on the go. Includes 30-day trial\"},\n{\"bullet_list\": \" Easily set up and manage your WiFi with the Nighthawk app Made for use in the U.S. only \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"WiFi 7, 9.3Gbps\"}],\n\"promotion_items\": [{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support\", \"asin\": \"B0CJSNSVMR\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS90) \\u2013 Security Features, BE3600 Wireless Speed (up to 3.6 Gbps) - Covers up to 2,000 sq. ft., 50 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DW27FNG3\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Cable Modem WiFi 6 Router Combo, AX2700, DOCSIS 3.1 - Compatible with Xfinity, Spectrum, Cox\", \"asin\": \"B092VZBNCC\", \"price\": \"$349.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk 6-Stream Dual-Band WiFi 6 Router (RAX54S) \\u2013 Security Features, AX5400 Wireless Speed, Up to 5.4 Gbps, Covers up to 2,500 sq. ft., 25 Devices - 1-Year Armor Subscription Included\", \"asin\": \"B0CW6LCZH2\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security\", \"asin\": \"B0DVBP5L6Y\", \"price\": \"$174.59\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Orbi Whole Home Tri-Band WiFi 6 Mesh Network System (RBK752P) \\u2013 Router with 1 Satellite Extender, Security Features, Coverage up to 5,000 sq. ft., 75 Devices, AX5200 802.11ax (Up to 5.2Gbps)\", \"asin\": \"B0CY6LPDVX\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support\", \"asin\": \"B0CJSNSVMR\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS90) \\u2013 Security Features, BE3600 Wireless Speed (up to 3.6 Gbps) - Covers up to 2,000 sq. ft., 50 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DW27FNG3\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Deco Mesh WiFi System(Deco M5) \\u2013Up to 3,800 sq. ft. Whole Home Coverage and 60+ Devices, WiFi Router/Extender Replacement, Parental Controls, 2-pack\", \"asin\": \"B0797D6853\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Tri-Band BE15000 WiFi 7 Router Archer BE700 | 8-Stream 15Gbps | 1\\u00d710G+1\\u00d72.5G+2\\u00d71G Ports, USB 3.0 | 6 Internal Antennas | VPN Clients & Server | Easy-Mesh, HomeShield, MLO, Private IOT\", \"asin\": \"B0DGQVB7GH\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Dual-Band AX3000 Wi-Fi 6 Router Archer AX55 | Wireless Gigabit Internet Router for Home | EasyMesh Compatible | VPN Clients & Server | HomeShield, OFDMA, MU-MIMO | USB 3.0 | Secure by Design\", \"asin\": \"B09G5W9R6R\", \"price\": \"$71.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Orbi 870 Series Tri-Band WiFi 7 Mesh System (RBE873) - Router + 2 Satellite Extenders, Security Features, Up to 21 Gbps, Covers Up to 9,000 Sq. Ft., 150 Devices, 10 Gig Internet Port, BE21000\", \"asin\": \"B0DPLH5DFH\", \"price\": \"$1,149.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Dual-Band BE3600 Wi-Fi 7 Router Archer BE230 | 4-Stream 3.6 Gbps | 2\\u00d72.5G + 3\\u00d71G Ports, USB 3.0, 2.0 GHz Quad Core, 4 Antennas | VPN Clients & Server | EasyMesh, HomeShield, MLO, Private IOT\", \"asin\": \"B0DC99N2T8\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security\", \"asin\": \"B0DVBP5L6Y\", \"price\": \"$174.59\", \"quantity\": \"\"},\n{\"title\": \"Motorola MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds\", \"asin\": \"B08DDFKXKC\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk 6-Stream Dual-Band WiFi 6 Router (RAX54S) \\u2013 Security Features, AX5400 Wireless Speed, Up to 5.4 Gbps, Covers up to 2,500 sq. ft., 25 Devices - 1-Year Armor Subscription Included\", \"asin\": \"B0CW6LCZH2\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support\", \"asin\": \"B0CJSNSVMR\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS90) \\u2013 Security Features, BE3600 Wireless Speed (up to 3.6 Gbps) - Covers up to 2,000 sq. ft., 50 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DW27FNG3\", \"price\": \"$109.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"price\": \"$249.99\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6 Router (RAX36) \\u2013 Security Features, AX3000 3 Gbps Wireless Speed \\u2013 Dual-Band Gigabit Internet Router \\u2013 Covers 2,000 sq. ft., 25 Devices \\u2013 Built-in VPN, USB 3.0, Gaming\", \"asin\": \"B0DK7RVXHP\", \"price\": \"$119.99\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS600) - Security Features, BE18000 Wireless Speed (up to 18Gbps) \\u2013 10 Gig Internet Port - Covers up to 3,300 sq. ft., 150 Devices\", \"asin\": \"B0DG6LXDRK\", \"price\": \"$499.99\"},\n{\"title\": \"TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security\", \"asin\": \"B0DVBP5L6Y\", \"price\": \"$174.59\"},\n{\"title\": \"TP-Link AX5400 Tri-Band WiFi 6 Router (Archer AX75)- Gigabit Wireless Internet Router, ax Router for Streaming and Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SN1187\", \"price\": \"$237.99\"},\n{\"title\": \"TP-Link Tri-Band BE11000 Wi-Fi 7 Gaming Router Archer GE650 | 6-Stream 11 Gbps supports 320MHz | 2\\u00d75G + 3\\u00d72.5G Ports USB 3.0 | Game Acceleration, Dedicated Gaming Port & Panel, RGB Lighting|HomeShield\", \"asin\": \"B0DVV9KJSN\", \"price\": \"$299.99\"}]\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\": \"2025-04-13T23:00:41.275Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$249.99", "quantity": "1"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": "1"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$33.36", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B0DK7Q5SCN"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0"},
{"price": "$249.99"},
{"bullet_list": "Blazing-fast WiFi 7 speeds up to 9.3Gbps for gaming, smooth streaming, video conferencing and entertainment WiFi 7 delivers 2.4x faster speeds than WiFi 6 to maximize performance across all devices NETGEAR devices come with security measures built in as well as enhanced safety features and updates designed to help protect you and your family Sleek new body with smaller footprint and high-performance antennas for up to 2,500 sq. ft. of WiFi coverage 2.5 Gig internet port enables multi-gig speeds with the latest cable or fiber internet service plans 2 x 2.5 Gig and 2 x 1 Gig Ethernet LAN ports for fast wired connections NETGEAR Armor provides a powerful suite of tools to help keep you safe online, including enhanced protection against hackers, malware and identity theft, at home or on the go. Includes 30-day trial"},
{"bullet_list": " Easily set up and manage your WiFi with the Nighthawk app Made for use in the U.S. only "}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "WiFi 7, 9.3Gbps"}],
"promotion_items": [{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": ""},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS90) \u2013 Security Features, BE3600 Wireless Speed (up to 3.6 Gbps) - Covers up to 2,000 sq. ft., 50 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DW27FNG3", "price": "$109.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem WiFi 6 Router Combo, AX2700, DOCSIS 3.1 - Compatible with Xfinity, Spectrum, Cox", "asin": "B092VZBNCC", "price": "$349.99", "quantity": ""},
{"title": "NETGEAR Nighthawk 6-Stream Dual-Band WiFi 6 Router (RAX54S) \u2013 Security Features, AX5400 Wireless Speed, Up to 5.4 Gbps, Covers up to 2,500 sq. ft., 25 Devices - 1-Year Armor Subscription Included", "asin": "B0CW6LCZH2", "price": "$159.99", "quantity": ""},
{"title": "TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security", "asin": "B0DVBP5L6Y", "price": "$174.59", "quantity": ""},
{"title": "NETGEAR Orbi Whole Home Tri-Band WiFi 6 Mesh Network System (RBK752P) \u2013 Router with 1 Satellite Extender, Security Features, Coverage up to 5,000 sq. ft., 75 Devices, AX5200 802.11ax (Up to 5.2Gbps)", "asin": "B0CY6LPDVX", "price": "$299.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": ""},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS90) \u2013 Security Features, BE3600 Wireless Speed (up to 3.6 Gbps) - Covers up to 2,000 sq. ft., 50 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DW27FNG3", "price": "$109.99", "quantity": ""},
{"title": "TP-Link Deco Mesh WiFi System(Deco M5) \u2013Up to 3,800 sq. ft. Whole Home Coverage and 60+ Devices, WiFi Router/Extender Replacement, Parental Controls, 2-pack", "asin": "B0797D6853", "price": "$79.99", "quantity": ""},
{"title": "TP-Link Tri-Band BE15000 WiFi 7 Router Archer BE700 | 8-Stream 15Gbps | 1\u00d710G+1\u00d72.5G+2\u00d71G Ports, USB 3.0 | 6 Internal Antennas | VPN Clients & Server | Easy-Mesh, HomeShield, MLO, Private IOT", "asin": "B0DGQVB7GH", "price": "$299.99", "quantity": ""},
{"title": "TP-Link Dual-Band AX3000 Wi-Fi 6 Router Archer AX55 | Wireless Gigabit Internet Router for Home | EasyMesh Compatible | VPN Clients & Server | HomeShield, OFDMA, MU-MIMO | USB 3.0 | Secure by Design", "asin": "B09G5W9R6R", "price": "$71.99", "quantity": ""},
{"title": "NETGEAR Orbi 870 Series Tri-Band WiFi 7 Mesh System (RBE873) - Router + 2 Satellite Extenders, Security Features, Up to 21 Gbps, Covers Up to 9,000 Sq. Ft., 150 Devices, 10 Gig Internet Port, BE21000", "asin": "B0DPLH5DFH", "price": "$1,149.99", "quantity": ""},
{"title": "TP-Link Dual-Band BE3600 Wi-Fi 7 Router Archer BE230 | 4-Stream 3.6 Gbps | 2\u00d72.5G + 3\u00d71G Ports, USB 3.0, 2.0 GHz Quad Core, 4 Antennas | VPN Clients & Server | EasyMesh, HomeShield, MLO, Private IOT", "asin": "B0DC99N2T8", "price": "$119.99", "quantity": ""},
{"title": "TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security", "asin": "B0DVBP5L6Y", "price": "$174.59", "quantity": ""},
{"title": "Motorola MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds", "asin": "B08DDFKXKC", "price": "$189.99", "quantity": ""},
{"title": "NETGEAR Nighthawk 6-Stream Dual-Band WiFi 6 Router (RAX54S) \u2013 Security Features, AX5400 Wireless Speed, Up to 5.4 Gbps, Covers up to 2,500 sq. ft., 25 Devices - 1-Year Armor Subscription Included", "asin": "B0CW6LCZH2", "price": "$159.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": ""},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS90) \u2013 Security Features, BE3600 Wireless Speed (up to 3.6 Gbps) - Covers up to 2,000 sq. ft., 50 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DW27FNG3", "price": "$109.99", "quantity": ""}],
"comparison_items": [{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$249.99"},
{"title": "NETGEAR Nighthawk WiFi 6 Router (RAX36) \u2013 Security Features, AX3000 3 Gbps Wireless Speed \u2013 Dual-Band Gigabit Internet Router \u2013 Covers 2,000 sq. ft., 25 Devices \u2013 Built-in VPN, USB 3.0, Gaming", "asin": "B0DK7RVXHP", "price": "$119.99"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS600) - Security Features, BE18000 Wireless Speed (up to 18Gbps) \u2013 10 Gig Internet Port - Covers up to 3,300 sq. ft., 150 Devices", "asin": "B0DG6LXDRK", "price": "$499.99"},
{"title": "TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security", "asin": "B0DVBP5L6Y", "price": "$174.59"},
{"title": "TP-Link AX5400 Tri-Band WiFi 6 Router (Archer AX75)- Gigabit Wireless Internet Router, ax Router for Streaming and Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SN1187", "price": "$237.99"},
{"title": "TP-Link Tri-Band BE11000 Wi-Fi 7 Gaming Router Archer GE650 | 6-Stream 11 Gbps supports 320MHz | 2\u00d75G + 3\u00d72.5G Ports USB 3.0 | Game Acceleration, Dedicated Gaming Port & Panel, RGB Lighting|HomeShield", "asin": "B0DVV9KJSN", "price": "$299.99"}]
<|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": "2025-04-13T23:00:41.275Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T23:00:41.275Z
|
click
|
product_option
|
rule
|
2025-04-13T23:00:41.275Z
|
click
|
product_option
|
train
| 357 |
2025-04-13T23:00:41.275Z
|
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": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$249.99", "quantity": "1"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": "1"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$33.36", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B0DK7Q5SCN"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0"},
{"price": "$249.99"},
{"bullet_list": "Blazing-fast WiFi 7 speeds up to 9.3Gbps for gaming, smooth streaming, video conferencing and entertainment WiFi 7 delivers 2.4x faster speeds than WiFi 6 to maximize performance across all devices NETGEAR devices come with security measures built in as well as enhanced safety features and updates designed to help protect you and your family Sleek new body with smaller footprint and high-performance antennas for up to 2,500 sq. ft. of WiFi coverage 2.5 Gig internet port enables multi-gig speeds with the latest cable or fiber internet service plans 2 x 2.5 Gig and 2 x 1 Gig Ethernet LAN ports for fast wired connections NETGEAR Armor provides a powerful suite of tools to help keep you safe online, including enhanced protection against hackers, malware and identity theft, at home or on the go. Includes 30-day trial"},
{"bullet_list": " Easily set up and manage your WiFi with the Nighthawk app Made for use in the U.S. only "}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "WiFi 7, 9.3Gbps"}],
"promotion_items": [{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": ""},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS90) \u2013 Security Features, BE3600 Wireless Speed (up to 3.6 Gbps) - Covers up to 2,000 sq. ft., 50 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DW27FNG3", "price": "$109.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem WiFi 6 Router Combo, AX2700, DOCSIS 3.1 - Compatible with Xfinity, Spectrum, Cox", "asin": "B092VZBNCC", "price": "$349.99", "quantity": ""},
{"title": "NETGEAR Nighthawk 6-Stream Dual-Band WiFi 6 Router (RAX54S) \u2013 Security Features, AX5400 Wireless Speed, Up to 5.4 Gbps, Covers up to 2,500 sq. ft., 25 Devices - 1-Year Armor Subscription Included", "asin": "B0CW6LCZH2", "price": "$159.99", "quantity": ""},
{"title": "TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security", "asin": "B0DVBP5L6Y", "price": "$174.59", "quantity": ""},
{"title": "NETGEAR Orbi Whole Home Tri-Band WiFi 6 Mesh Network System (RBK752P) \u2013 Router with 1 Satellite Extender, Security Features, Coverage up to 5,000 sq. ft., 75 Devices, AX5200 802.11ax (Up to 5.2Gbps)", "asin": "B0CY6LPDVX", "price": "$299.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": ""},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS90) \u2013 Security Features, BE3600 Wireless Speed (up to 3.6 Gbps) - Covers up to 2,000 sq. ft., 50 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DW27FNG3", "price": "$109.99", "quantity": ""},
{"title": "TP-Link Deco Mesh WiFi System(Deco M5) \u2013Up to 3,800 sq. ft. Whole Home Coverage and 60+ Devices, WiFi Router/Extender Replacement, Parental Controls, 2-pack", "asin": "B0797D6853", "price": "$79.99", "quantity": ""},
{"title": "TP-Link Tri-Band BE15000 WiFi 7 Router Archer BE700 | 8-Stream 15Gbps | 1\u00d710G+1\u00d72.5G+2\u00d71G Ports, USB 3.0 | 6 Internal Antennas | VPN Clients & Server | Easy-Mesh, HomeShield, MLO, Private IOT", "asin": "B0DGQVB7GH", "price": "$299.99", "quantity": ""},
{"title": "TP-Link Dual-Band AX3000 Wi-Fi 6 Router Archer AX55 | Wireless Gigabit Internet Router for Home | EasyMesh Compatible | VPN Clients & Server | HomeShield, OFDMA, MU-MIMO | USB 3.0 | Secure by Design", "asin": "B09G5W9R6R", "price": "$71.99", "quantity": ""},
{"title": "NETGEAR Orbi 870 Series Tri-Band WiFi 7 Mesh System (RBE873) - Router + 2 Satellite Extenders, Security Features, Up to 21 Gbps, Covers Up to 9,000 Sq. Ft., 150 Devices, 10 Gig Internet Port, BE21000", "asin": "B0DPLH5DFH", "price": "$1,149.99", "quantity": ""},
{"title": "TP-Link Dual-Band BE3600 Wi-Fi 7 Router Archer BE230 | 4-Stream 3.6 Gbps | 2\u00d72.5G + 3\u00d71G Ports, USB 3.0, 2.0 GHz Quad Core, 4 Antennas | VPN Clients & Server | EasyMesh, HomeShield, MLO, Private IOT", "asin": "B0DC99N2T8", "price": "$119.99", "quantity": ""},
{"title": "TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security", "asin": "B0DVBP5L6Y", "price": "$174.59", "quantity": ""},
{"title": "Motorola MB8611 DOCSIS 3.1 Multi-Gig Cable Modem | Pairs with Any WiFi Router | Approved for Comcast Xfinity, Cox Gigablast, Spectrum | 2.5 Gbps Port | 2500 Mbps Max Internet Speeds", "asin": "B08DDFKXKC", "price": "$189.99", "quantity": ""},
{"title": "NETGEAR Nighthawk 6-Stream Dual-Band WiFi 6 Router (RAX54S) \u2013 Security Features, AX5400 Wireless Speed, Up to 5.4 Gbps, Covers up to 2,500 sq. ft., 25 Devices - 1-Year Armor Subscription Included", "asin": "B0CW6LCZH2", "price": "$159.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": ""},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS90) \u2013 Security Features, BE3600 Wireless Speed (up to 3.6 Gbps) - Covers up to 2,000 sq. ft., 50 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DW27FNG3", "price": "$109.99", "quantity": ""}],
"comparison_items": [{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$249.99"},
{"title": "NETGEAR Nighthawk WiFi 6 Router (RAX36) \u2013 Security Features, AX3000 3 Gbps Wireless Speed \u2013 Dual-Band Gigabit Internet Router \u2013 Covers 2,000 sq. ft., 25 Devices \u2013 Built-in VPN, USB 3.0, Gaming", "asin": "B0DK7RVXHP", "price": "$119.99"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS600) - Security Features, BE18000 Wireless Speed (up to 18Gbps) \u2013 10 Gig Internet Port - Covers up to 3,300 sq. ft., 150 Devices", "asin": "B0DG6LXDRK", "price": "$499.99"},
{"title": "TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security", "asin": "B0DVBP5L6Y", "price": "$174.59"},
{"title": "TP-Link AX5400 Tri-Band WiFi 6 Router (Archer AX75)- Gigabit Wireless Internet Router, ax Router for Streaming and Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SN1187", "price": "$237.99"},
{"title": "TP-Link Tri-Band BE11000 Wi-Fi 7 Gaming Router Archer GE650 | 6-Stream 11 Gbps supports 320MHz | 2\u00d75G + 3\u00d72.5G Ports USB 3.0 | Game Acceleration, Dedicated Gaming Port & Panel, RGB Lighting|HomeShield", "asin": "B0DVV9KJSN", "price": "$299.99"}]
<|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": "2025-04-13T23:00:41.275Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.371Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.389Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.721Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.739Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:18.279Z\", \"action\": \"purchase\", \"action_argument\": \"B0C36K8SJJ, B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"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\"promotion_items\": [{\"title\": \"Understanding Computers and Cognition: A New Foundation for Design\", \"asin\": \"0201112973\", \"price\": \"$48.73\", \"quantity\": \"\"},\n{\"title\": \"Vabogu Cat 8 Ethernet Cable, 3ft Heavy Duty High Speed Internet Network Cable, 26AWG, 2000Mhz 40Gbps with Gold Plated RJ45 Connectors, Shielded for Indoor & Outdoor Use\", \"asin\": \"/promo/A3S106NAADCJ8V\", \"price\": \"$5.59\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000-1AZNAS) \\u2013 Approved for Today\\u2019s Fastest Speeds - Works With all Cable Providers, Incl. Xfinity, Spectrum, Cox - Cable Plans up to 2.5Gbps\", \"asin\": \"B0DKSKNC1K\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \\u2013 Approved for Today\\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps\", \"asin\": \"B0D3FHM3BC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"ARRIS (SB8200) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels\", \"asin\": \"B07DY16W2Z\", \"price\": \"$164.97\", \"quantity\": \"\"},\n{\"title\": \"ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty\", \"asin\": \"B0D94ZWX81\", \"price\": \"$219.00\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black\", \"asin\": \"B07Q5VM51Y\", \"price\": \"$188.77\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM2500-1AZNAS) \\u2013 Approved for Today\\u2019s Faster Speeds - Works with All Cable Providers Incl. Xfinity, Spectrum, Cox - Plans up to 2Gbps\", \"asin\": \"B0DKSMK9K5\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE300) | AXE7800 Tri-Band Wireless Gigabit Speed (Up to 7.8Gbps) | New 6GHz Band | 8-Streams Cover up to 2,500 sq. ft, 40 Devices (Renewed)\", \"asin\": \"B0BVKSJTGP\", \"price\": \"$128.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS600) - Security Features, BE18000 Wireless Speed (up to 18Gbps) \\u2013 10 Gig Internet Port - Covers up to 3,300 sq. ft., 150 Devices\", \"asin\": \"B0DG6LXDRK\", \"price\": \"$499.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS500) \\u2013 Security Features, BE12000 Wireless Speed (up to 12Gbps) - Covers up to 3,000 sq. ft., 120 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"1b1e39a3\", \"price\": \"$349.98\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS700S) - Security Features, BE19000 Wireless Speed (up to 19Gbps) \\u2013 10 Gig Internet Port - Covers up to 3,500 sq. ft., 200 Devices \\u2013 1-Year Armor Included\", \"asin\": \"B0C9JQLDCG\", \"price\": \"$549.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS280S) - Security Features, BE9200 Wireless Speed (up to 9.2 Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port \\u2013 Includes 1-Year Armor\", \"asin\": \"B0DGPLBRDQ\", \"price\": \"$209.65\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS300) - Security Features, BE9300 Wireless Speed (up to 9.3Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port\", \"asin\": \"B0D4JBGPH4\", \"price\": \"$299.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"WiFi 6E, 10.8Gbps\"}]},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"delivery\": \"FREE pickup Wed, Apr 16 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"(NEW) WiFi 7, 9.3Gbps\"}]},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices\", \"asin\": \"B0B1LZMH78\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"WiFi 6E, 7.8Gbps\"}]},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"WiFi 7, 6.5Gbps\"}]},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"WiFi 6E, AXE5400, Tri-Band\"}]},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"delivery\": \"FREE pickup Thu, Apr 17 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"delivery\": \"FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"delivery\": \"FREE pickup Wed, Apr 16 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []}],\n\"saved_items\": [{\"title\": \"HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A\", \"asin\": \"B09PY33NHB\", \"options\": [{\"Color\": \"Blue\"}]},\n{\"asin\": \"B09PY33NHB\", \"options\": []},\n{\"title\": \"Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"0521337399\", \"options\": []},\n{\"title\": \"The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback\", \"asin\": \"B00ZT21NMI\", \"options\": []},\n{\"title\": \"Software psychology: Human factors in computer and information systems (Winthrop computer systems series)\", \"asin\": \"0876268165\", \"options\": []},\n{\"title\": \"Outdoor Research Men's Sureshot Pro Gloves, Black, L\", \"asin\": \"B0CBLBPX5P\", \"options\": []},\n{\"title\": \"THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)\", \"asin\": \"B01M1L2NRL\", \"options\": [{\"Style\": \"T300RS GT Racing Wheel\"}]},\n{\"title\": \"CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)\", \"asin\": \"B011ANDC78\", \"options\": [{\"Size\": \"16 Fl Oz (Pack of 2)\"}]},\n{\"title\": \"CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)\", \"asin\": \"B0949SFXBD\", \"options\": [{\"Style\": \"Tool Only\"}, {\"Pattern Name\": \"Blower\"}]},\n{\"title\": \"Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes\", \"asin\": \"B019V1PW5G\", \"options\": [{\"Color\": \"Titanium\"}, {\"Size\": \"1\"}]},\n{\"title\": \"Giro Isode MIPS Cycling Helmet - Men's Matte White\", \"asin\": \"B07HQ6GKWB\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T23:08:22.727Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "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": ""}],
"promotion_items": [{"title": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$48.73", "quantity": ""},
{"title": "Vabogu Cat 8 Ethernet Cable, 3ft Heavy Duty High Speed Internet Network Cable, 26AWG, 2000Mhz 40Gbps with Gold Plated RJ45 Connectors, Shielded for Indoor & Outdoor Use", "asin": "/promo/A3S106NAADCJ8V", "price": "$5.59", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000-1AZNAS) \u2013 Approved for Today\u2019s Fastest Speeds - Works With all Cable Providers, Incl. Xfinity, Spectrum, Cox - Cable Plans up to 2.5Gbps", "asin": "B0DKSKNC1K", "price": "$299.99", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \u2013 Approved for Today\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps", "asin": "B0D3FHM3BC", "price": "$299.99", "quantity": ""},
{"title": "ARRIS (SB8200) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels", "asin": "B07DY16W2Z", "price": "$164.97", "quantity": ""},
{"title": "ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty", "asin": "B0D94ZWX81", "price": "$219.00", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM2500-1AZNAS) \u2013 Approved for Today\u2019s Faster Speeds - Works with All Cable Providers Incl. Xfinity, Spectrum, Cox - Plans up to 2Gbps", "asin": "B0DKSMK9K5", "price": "$249.99", "quantity": ""},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE300) | AXE7800 Tri-Band Wireless Gigabit Speed (Up to 7.8Gbps) | New 6GHz Band | 8-Streams Cover up to 2,500 sq. ft, 40 Devices (Renewed)", "asin": "B0BVKSJTGP", "price": "$128.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS600) - Security Features, BE18000 Wireless Speed (up to 18Gbps) \u2013 10 Gig Internet Port - Covers up to 3,300 sq. ft., 150 Devices", "asin": "B0DG6LXDRK", "price": "$499.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS500) \u2013 Security Features, BE12000 Wireless Speed (up to 12Gbps) - Covers up to 3,000 sq. ft., 120 Devices \u2013 2.5 Gig Internet Port", "asin": "1b1e39a3", "price": "$349.98", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS700S) - Security Features, BE19000 Wireless Speed (up to 19Gbps) \u2013 10 Gig Internet Port - Covers up to 3,500 sq. ft., 200 Devices \u2013 1-Year Armor Included", "asin": "B0C9JQLDCG", "price": "$549.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS280S) - Security Features, BE9200 Wireless Speed (up to 9.2 Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port \u2013 Includes 1-Year Armor", "asin": "B0DGPLBRDQ", "price": "$209.65", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS300) - Security Features, BE9300 Wireless Speed (up to 9.3Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port", "asin": "B0D4JBGPH4", "price": "$299.99", "quantity": ""}],
"active_items": [{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 6E, 10.8Gbps"}]},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "delivery": "FREE pickup Wed, Apr 16 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "(NEW) WiFi 7, 9.3Gbps"}]},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 6E, 7.8Gbps"}]},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 7, 6.5Gbps"}]},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "delivery": "One-Day FREE pickup Tomorrow, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "FREE pickup Thu, Apr 17 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "FREE pickup Wed, Apr 16 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "One-Day FREE pickup Tomorrow, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T23:08:22.727Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T23:08:22.727Z
|
click
|
other
|
rule
|
2025-04-13T23:08:22.727Z
|
click
|
other
|
train
| 358 |
2025-04-13T23:08:22.727Z
|
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": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "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": ""}],
"promotion_items": [{"title": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$48.73", "quantity": ""},
{"title": "Vabogu Cat 8 Ethernet Cable, 3ft Heavy Duty High Speed Internet Network Cable, 26AWG, 2000Mhz 40Gbps with Gold Plated RJ45 Connectors, Shielded for Indoor & Outdoor Use", "asin": "/promo/A3S106NAADCJ8V", "price": "$5.59", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000-1AZNAS) \u2013 Approved for Today\u2019s Fastest Speeds - Works With all Cable Providers, Incl. Xfinity, Spectrum, Cox - Cable Plans up to 2.5Gbps", "asin": "B0DKSKNC1K", "price": "$299.99", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \u2013 Approved for Today\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps", "asin": "B0D3FHM3BC", "price": "$299.99", "quantity": ""},
{"title": "ARRIS (SB8200) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels", "asin": "B07DY16W2Z", "price": "$164.97", "quantity": ""},
{"title": "ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty", "asin": "B0D94ZWX81", "price": "$219.00", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM2500-1AZNAS) \u2013 Approved for Today\u2019s Faster Speeds - Works with All Cable Providers Incl. Xfinity, Spectrum, Cox - Plans up to 2Gbps", "asin": "B0DKSMK9K5", "price": "$249.99", "quantity": ""},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE300) | AXE7800 Tri-Band Wireless Gigabit Speed (Up to 7.8Gbps) | New 6GHz Band | 8-Streams Cover up to 2,500 sq. ft, 40 Devices (Renewed)", "asin": "B0BVKSJTGP", "price": "$128.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS600) - Security Features, BE18000 Wireless Speed (up to 18Gbps) \u2013 10 Gig Internet Port - Covers up to 3,300 sq. ft., 150 Devices", "asin": "B0DG6LXDRK", "price": "$499.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS500) \u2013 Security Features, BE12000 Wireless Speed (up to 12Gbps) - Covers up to 3,000 sq. ft., 120 Devices \u2013 2.5 Gig Internet Port", "asin": "1b1e39a3", "price": "$349.98", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS700S) - Security Features, BE19000 Wireless Speed (up to 19Gbps) \u2013 10 Gig Internet Port - Covers up to 3,500 sq. ft., 200 Devices \u2013 1-Year Armor Included", "asin": "B0C9JQLDCG", "price": "$549.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS280S) - Security Features, BE9200 Wireless Speed (up to 9.2 Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port \u2013 Includes 1-Year Armor", "asin": "B0DGPLBRDQ", "price": "$209.65", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS300) - Security Features, BE9300 Wireless Speed (up to 9.3Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port", "asin": "B0D4JBGPH4", "price": "$299.99", "quantity": ""}],
"active_items": [{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 6E, 10.8Gbps"}]},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "delivery": "FREE pickup Wed, Apr 16 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "(NEW) WiFi 7, 9.3Gbps"}]},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 6E, 7.8Gbps"}]},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 7, 6.5Gbps"}]},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "delivery": "One-Day FREE pickup Tomorrow, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "FREE pickup Thu, Apr 17 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "FREE pickup Wed, Apr 16 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "One-Day FREE pickup Tomorrow, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T23:08:22.727Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.371Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.389Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.721Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.739Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:18.279Z\", \"action\": \"purchase\", \"action_argument\": \"B0C36K8SJJ, B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"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\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"price\": \"$299.97\", \"quantity\": \"1\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"price\": \"$249.99\", \"quantity\": \"1\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices\", \"asin\": \"B0B1LZMH78\", \"price\": \"$239.97\", \"quantity\": \"1\"},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"quantity\": \"1\"},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$33.36\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$130.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DK7Q5SCN\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\"},\n{\"price\": \"$249.99\"},\n{\"bullet_list\": \"Blazing-fast WiFi 7 speeds up to 9.3Gbps for gaming, smooth streaming, video conferencing and entertainment WiFi 7 delivers 2.4x faster speeds than WiFi 6 to maximize performance across all devices NETGEAR devices come with security measures built in as well as enhanced safety features and updates designed to help protect you and your family Sleek new body with smaller footprint and high-performance antennas for up to 2,500 sq. ft. of WiFi coverage 2.5 Gig internet port enables multi-gig speeds with the latest cable or fiber internet service plans 2 x 2.5 Gig and 2 x 1 Gig Ethernet LAN ports for fast wired connections NETGEAR Armor provides a powerful suite of tools to help keep you safe online, including enhanced protection against hackers, malware and identity theft, at home or on the go. Includes 30-day trial\"},\n{\"bullet_list\": \" Easily set up and manage your WiFi with the Nighthawk app Made for use in the U.S. only \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"WiFi 7, 17Gbps\"}],\n\"promotion_items\": [{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support\", \"asin\": \"B0CJSNSVMR\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS90) \\u2013 Security Features, BE3600 Wireless Speed (up to 3.6 Gbps) - Covers up to 2,000 sq. ft., 50 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DW27FNG3\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Cable Modem WiFi 6 Router Combo, AX2700, DOCSIS 3.1 - Compatible with Xfinity, Spectrum, Cox\", \"asin\": \"B092VZBNCC\", \"price\": \"$349.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk 6-Stream Dual-Band WiFi 6 Router (RAX54S) \\u2013 Security Features, AX5400 Wireless Speed, Up to 5.4 Gbps, Covers up to 2,500 sq. ft., 25 Devices - 1-Year Armor Subscription Included\", \"asin\": \"B0CW6LCZH2\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Orbi Whole Home Tri-Band WiFi 6 Mesh Network System (RBK752P) \\u2013 Router with 1 Satellite Extender, Security Features, Coverage up to 5,000 sq. ft., 75 Devices, AX5200 802.11ax (Up to 5.2Gbps)\", \"asin\": \"B0CY6LPDVX\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security\", \"asin\": \"B0DVBP5L6Y\", \"price\": \"$174.59\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support\", \"asin\": \"B0CJSNSVMR\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS90) \\u2013 Security Features, BE3600 Wireless Speed (up to 3.6 Gbps) - Covers up to 2,000 sq. ft., 50 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DW27FNG3\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Deco Mesh WiFi System(Deco M5) \\u2013Up to 3,800 sq. ft. Whole Home Coverage and 60+ Devices, WiFi Router/Extender Replacement, Parental Controls, 2-pack\", \"asin\": \"B0797D6853\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Tri-Band BE15000 WiFi 7 Router Archer BE700 | 8-Stream 15Gbps | 1\\u00d710G+1\\u00d72.5G+2\\u00d71G Ports, USB 3.0 | 6 Internal Antennas | VPN Clients & Server | Easy-Mesh, HomeShield, MLO, Private IOT\", \"asin\": \"B0DGQVB7GH\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Dual-Band AX3000 Wi-Fi 6 Router Archer AX55 | Wireless Gigabit Internet Router for Home | EasyMesh Compatible | VPN Clients & Server | HomeShield, OFDMA, MU-MIMO | USB 3.0 | Secure by Design\", \"asin\": \"B09G5W9R6R\", \"price\": \"$71.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Orbi 870 Series Tri-Band WiFi 7 Mesh System (RBE873) - Router + 2 Satellite Extenders, Security Features, Up to 21 Gbps, Covers Up to 9,000 Sq. Ft., 150 Devices, 10 Gig Internet Port, BE21000\", \"asin\": \"B0DPLH5DFH\", \"price\": \"$1,149.99\", \"quantity\": \"\"},\n{\"title\": \"EnGenius Wireless AP (EWS276-FIT) | True 4X4 Wi-Fi 6 Dual Band AX3600 | 2.5Gbe PoE+ | Cloud & App & OnPrem Control Options | WPA3, MU-MIMO, Mesh & Seamless Roaming | Power Adapter Not Included\", \"asin\": \"B0CBQVL6S1\", \"price\": \"$129.00\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6 Router (RAX120) 12-Stream Dual-Band Gigabit Router, AX6000 Wireless Speed (Up to 6 Gbps), Coverage Up to 3,500 sq.ft. and 30 Devices\", \"asin\": \"B07P3FGKYD\", \"price\": \"$187.49\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Dual-Band BE3600 Wi-Fi 7 Router Archer BE230 | 4-Stream 3.6 Gbps | 2\\u00d72.5G + 3\\u00d71G Ports, USB 3.0, 2.0 GHz Quad Core, 4 Antennas | VPN Clients & Server | EasyMesh, HomeShield, MLO, Private IOT\", \"asin\": \"B0DC99N2T8\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security\", \"asin\": \"B0DVBP5L6Y\", \"price\": \"$174.59\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"price\": \"$199.98\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support\", \"asin\": \"B0CJSNSVMR\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS90) \\u2013 Security Features, BE3600 Wireless Speed (up to 3.6 Gbps) - Covers up to 2,000 sq. ft., 50 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DW27FNG3\", \"price\": \"$109.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"price\": \"$249.99\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6 Router (RAX36) \\u2013 Security Features, AX3000 3 Gbps Wireless Speed \\u2013 Dual-Band Gigabit Internet Router \\u2013 Covers 2,000 sq. ft., 25 Devices \\u2013 Built-in VPN, USB 3.0, Gaming\", \"asin\": \"B0DK7RVXHP\", \"price\": \"$119.99\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS600) - Security Features, BE18000 Wireless Speed (up to 18Gbps) \\u2013 10 Gig Internet Port - Covers up to 3,300 sq. ft., 150 Devices\", \"asin\": \"B0DG6LXDRK\", \"price\": \"$499.99\"},\n{\"title\": \"TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security\", \"asin\": \"B0DVBP5L6Y\", \"price\": \"$174.59\"},\n{\"title\": \"TP-Link AX5400 Tri-Band WiFi 6 Router (Archer AX75)- Gigabit Wireless Internet Router, ax Router for Streaming and Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SN1187\", \"price\": \"$237.99\"},\n{\"title\": \"TP-Link Tri-Band BE11000 Wi-Fi 7 Gaming Router Archer GE650 | 6-Stream 11 Gbps supports 320MHz | 2\\u00d75G + 3\\u00d72.5G Ports USB 3.0 | Game Acceleration, Dedicated Gaming Port & Panel, RGB Lighting|HomeShield\", \"asin\": \"B0DVV9KJSN\", \"price\": \"$299.99\"}]\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\": \"2025-04-13T23:17:24.979Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "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": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$249.99", "quantity": "1"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": "1"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$33.36", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$130.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B0DK7Q5SCN"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0"},
{"price": "$249.99"},
{"bullet_list": "Blazing-fast WiFi 7 speeds up to 9.3Gbps for gaming, smooth streaming, video conferencing and entertainment WiFi 7 delivers 2.4x faster speeds than WiFi 6 to maximize performance across all devices NETGEAR devices come with security measures built in as well as enhanced safety features and updates designed to help protect you and your family Sleek new body with smaller footprint and high-performance antennas for up to 2,500 sq. ft. of WiFi coverage 2.5 Gig internet port enables multi-gig speeds with the latest cable or fiber internet service plans 2 x 2.5 Gig and 2 x 1 Gig Ethernet LAN ports for fast wired connections NETGEAR Armor provides a powerful suite of tools to help keep you safe online, including enhanced protection against hackers, malware and identity theft, at home or on the go. Includes 30-day trial"},
{"bullet_list": " Easily set up and manage your WiFi with the Nighthawk app Made for use in the U.S. only "}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "WiFi 7, 17Gbps"}],
"promotion_items": [{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": ""},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS90) \u2013 Security Features, BE3600 Wireless Speed (up to 3.6 Gbps) - Covers up to 2,000 sq. ft., 50 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DW27FNG3", "price": "$109.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem WiFi 6 Router Combo, AX2700, DOCSIS 3.1 - Compatible with Xfinity, Spectrum, Cox", "asin": "B092VZBNCC", "price": "$349.99", "quantity": ""},
{"title": "NETGEAR Nighthawk 6-Stream Dual-Band WiFi 6 Router (RAX54S) \u2013 Security Features, AX5400 Wireless Speed, Up to 5.4 Gbps, Covers up to 2,500 sq. ft., 25 Devices - 1-Year Armor Subscription Included", "asin": "B0CW6LCZH2", "price": "$159.99", "quantity": ""},
{"title": "NETGEAR Orbi Whole Home Tri-Band WiFi 6 Mesh Network System (RBK752P) \u2013 Router with 1 Satellite Extender, Security Features, Coverage up to 5,000 sq. ft., 75 Devices, AX5200 802.11ax (Up to 5.2Gbps)", "asin": "B0CY6LPDVX", "price": "$299.99", "quantity": ""},
{"title": "TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security", "asin": "B0DVBP5L6Y", "price": "$174.59", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": ""},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS90) \u2013 Security Features, BE3600 Wireless Speed (up to 3.6 Gbps) - Covers up to 2,000 sq. ft., 50 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DW27FNG3", "price": "$109.99", "quantity": ""},
{"title": "TP-Link Deco Mesh WiFi System(Deco M5) \u2013Up to 3,800 sq. ft. Whole Home Coverage and 60+ Devices, WiFi Router/Extender Replacement, Parental Controls, 2-pack", "asin": "B0797D6853", "price": "$79.99", "quantity": ""},
{"title": "TP-Link Tri-Band BE15000 WiFi 7 Router Archer BE700 | 8-Stream 15Gbps | 1\u00d710G+1\u00d72.5G+2\u00d71G Ports, USB 3.0 | 6 Internal Antennas | VPN Clients & Server | Easy-Mesh, HomeShield, MLO, Private IOT", "asin": "B0DGQVB7GH", "price": "$299.99", "quantity": ""},
{"title": "TP-Link Dual-Band AX3000 Wi-Fi 6 Router Archer AX55 | Wireless Gigabit Internet Router for Home | EasyMesh Compatible | VPN Clients & Server | HomeShield, OFDMA, MU-MIMO | USB 3.0 | Secure by Design", "asin": "B09G5W9R6R", "price": "$71.99", "quantity": ""},
{"title": "NETGEAR Orbi 870 Series Tri-Band WiFi 7 Mesh System (RBE873) - Router + 2 Satellite Extenders, Security Features, Up to 21 Gbps, Covers Up to 9,000 Sq. Ft., 150 Devices, 10 Gig Internet Port, BE21000", "asin": "B0DPLH5DFH", "price": "$1,149.99", "quantity": ""},
{"title": "EnGenius Wireless AP (EWS276-FIT) | True 4X4 Wi-Fi 6 Dual Band AX3600 | 2.5Gbe PoE+ | Cloud & App & OnPrem Control Options | WPA3, MU-MIMO, Mesh & Seamless Roaming | Power Adapter Not Included", "asin": "B0CBQVL6S1", "price": "$129.00", "quantity": ""},
{"title": "NETGEAR Nighthawk WiFi 6 Router (RAX120) 12-Stream Dual-Band Gigabit Router, AX6000 Wireless Speed (Up to 6 Gbps), Coverage Up to 3,500 sq.ft. and 30 Devices", "asin": "B07P3FGKYD", "price": "$187.49", "quantity": ""},
{"title": "TP-Link Dual-Band BE3600 Wi-Fi 7 Router Archer BE230 | 4-Stream 3.6 Gbps | 2\u00d72.5G + 3\u00d71G Ports, USB 3.0, 2.0 GHz Quad Core, 4 Antennas | VPN Clients & Server | EasyMesh, HomeShield, MLO, Private IOT", "asin": "B0DC99N2T8", "price": "$119.99", "quantity": ""},
{"title": "TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security", "asin": "B0DVBP5L6Y", "price": "$174.59", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": ""},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS90) \u2013 Security Features, BE3600 Wireless Speed (up to 3.6 Gbps) - Covers up to 2,000 sq. ft., 50 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DW27FNG3", "price": "$109.99", "quantity": ""}],
"comparison_items": [{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$249.99"},
{"title": "NETGEAR Nighthawk WiFi 6 Router (RAX36) \u2013 Security Features, AX3000 3 Gbps Wireless Speed \u2013 Dual-Band Gigabit Internet Router \u2013 Covers 2,000 sq. ft., 25 Devices \u2013 Built-in VPN, USB 3.0, Gaming", "asin": "B0DK7RVXHP", "price": "$119.99"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS600) - Security Features, BE18000 Wireless Speed (up to 18Gbps) \u2013 10 Gig Internet Port - Covers up to 3,300 sq. ft., 150 Devices", "asin": "B0DG6LXDRK", "price": "$499.99"},
{"title": "TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security", "asin": "B0DVBP5L6Y", "price": "$174.59"},
{"title": "TP-Link AX5400 Tri-Band WiFi 6 Router (Archer AX75)- Gigabit Wireless Internet Router, ax Router for Streaming and Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SN1187", "price": "$237.99"},
{"title": "TP-Link Tri-Band BE11000 Wi-Fi 7 Gaming Router Archer GE650 | 6-Stream 11 Gbps supports 320MHz | 2\u00d75G + 3\u00d72.5G Ports USB 3.0 | Game Acceleration, Dedicated Gaming Port & Panel, RGB Lighting|HomeShield", "asin": "B0DVV9KJSN", "price": "$299.99"}]
<|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": "2025-04-13T23:17:24.979Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T23:17:24.979Z
|
click
|
product_option
|
rule
|
2025-04-13T23:17:24.979Z
|
click
|
product_option
|
train
| 359 |
2025-04-13T23:17:24.979Z
|
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": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "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": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$249.99", "quantity": "1"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "price": "$239.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": "1"},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "price": "$129.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$33.36", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
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{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0"},
{"price": "$249.99"},
{"bullet_list": "Blazing-fast WiFi 7 speeds up to 9.3Gbps for gaming, smooth streaming, video conferencing and entertainment WiFi 7 delivers 2.4x faster speeds than WiFi 6 to maximize performance across all devices NETGEAR devices come with security measures built in as well as enhanced safety features and updates designed to help protect you and your family Sleek new body with smaller footprint and high-performance antennas for up to 2,500 sq. ft. of WiFi coverage 2.5 Gig internet port enables multi-gig speeds with the latest cable or fiber internet service plans 2 x 2.5 Gig and 2 x 1 Gig Ethernet LAN ports for fast wired connections NETGEAR Armor provides a powerful suite of tools to help keep you safe online, including enhanced protection against hackers, malware and identity theft, at home or on the go. Includes 30-day trial"},
{"bullet_list": " Easily set up and manage your WiFi with the Nighthawk app Made for use in the U.S. only "}],
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{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS90) \u2013 Security Features, BE3600 Wireless Speed (up to 3.6 Gbps) - Covers up to 2,000 sq. ft., 50 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DW27FNG3", "price": "$109.99", "quantity": ""},
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{"title": "NETGEAR Nighthawk 6-Stream Dual-Band WiFi 6 Router (RAX54S) \u2013 Security Features, AX5400 Wireless Speed, Up to 5.4 Gbps, Covers up to 2,500 sq. ft., 25 Devices - 1-Year Armor Subscription Included", "asin": "B0CW6LCZH2", "price": "$159.99", "quantity": ""},
{"title": "NETGEAR Orbi Whole Home Tri-Band WiFi 6 Mesh Network System (RBK752P) \u2013 Router with 1 Satellite Extender, Security Features, Coverage up to 5,000 sq. ft., 75 Devices, AX5200 802.11ax (Up to 5.2Gbps)", "asin": "B0CY6LPDVX", "price": "$299.99", "quantity": ""},
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{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": ""},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS90) \u2013 Security Features, BE3600 Wireless Speed (up to 3.6 Gbps) - Covers up to 2,000 sq. ft., 50 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DW27FNG3", "price": "$109.99", "quantity": ""},
{"title": "TP-Link Deco Mesh WiFi System(Deco M5) \u2013Up to 3,800 sq. ft. Whole Home Coverage and 60+ Devices, WiFi Router/Extender Replacement, Parental Controls, 2-pack", "asin": "B0797D6853", "price": "$79.99", "quantity": ""},
{"title": "TP-Link Tri-Band BE15000 WiFi 7 Router Archer BE700 | 8-Stream 15Gbps | 1\u00d710G+1\u00d72.5G+2\u00d71G Ports, USB 3.0 | 6 Internal Antennas | VPN Clients & Server | Easy-Mesh, HomeShield, MLO, Private IOT", "asin": "B0DGQVB7GH", "price": "$299.99", "quantity": ""},
{"title": "TP-Link Dual-Band AX3000 Wi-Fi 6 Router Archer AX55 | Wireless Gigabit Internet Router for Home | EasyMesh Compatible | VPN Clients & Server | HomeShield, OFDMA, MU-MIMO | USB 3.0 | Secure by Design", "asin": "B09G5W9R6R", "price": "$71.99", "quantity": ""},
{"title": "NETGEAR Orbi 870 Series Tri-Band WiFi 7 Mesh System (RBE873) - Router + 2 Satellite Extenders, Security Features, Up to 21 Gbps, Covers Up to 9,000 Sq. Ft., 150 Devices, 10 Gig Internet Port, BE21000", "asin": "B0DPLH5DFH", "price": "$1,149.99", "quantity": ""},
{"title": "EnGenius Wireless AP (EWS276-FIT) | True 4X4 Wi-Fi 6 Dual Band AX3600 | 2.5Gbe PoE+ | Cloud & App & OnPrem Control Options | WPA3, MU-MIMO, Mesh & Seamless Roaming | Power Adapter Not Included", "asin": "B0CBQVL6S1", "price": "$129.00", "quantity": ""},
{"title": "NETGEAR Nighthawk WiFi 6 Router (RAX120) 12-Stream Dual-Band Gigabit Router, AX6000 Wireless Speed (Up to 6 Gbps), Coverage Up to 3,500 sq.ft. and 30 Devices", "asin": "B07P3FGKYD", "price": "$187.49", "quantity": ""},
{"title": "TP-Link Dual-Band BE3600 Wi-Fi 7 Router Archer BE230 | 4-Stream 3.6 Gbps | 2\u00d72.5G + 3\u00d71G Ports, USB 3.0, 2.0 GHz Quad Core, 4 Antennas | VPN Clients & Server | EasyMesh, HomeShield, MLO, Private IOT", "asin": "B0DC99N2T8", "price": "$119.99", "quantity": ""},
{"title": "TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security", "asin": "B0DVBP5L6Y", "price": "$174.59", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "price": "$199.98", "quantity": ""},
{"title": "TP-Link Tri-Band BE9300 WiFi 7 Router Archer BE550 6-Stream 9.2Gbps Full 2.5G Ports 6 Internal Antennas Covers Up to 2,000 Sq. Ft. Add Easy-Mesh Device for Extended Coverage VPN Support", "asin": "B0CJSNSVMR", "price": "$199.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS90) \u2013 Security Features, BE3600 Wireless Speed (up to 3.6 Gbps) - Covers up to 2,000 sq. ft., 50 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DW27FNG3", "price": "$109.99", "quantity": ""}],
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{"title": "NETGEAR Nighthawk WiFi 6 Router (RAX36) \u2013 Security Features, AX3000 3 Gbps Wireless Speed \u2013 Dual-Band Gigabit Internet Router \u2013 Covers 2,000 sq. ft., 25 Devices \u2013 Built-in VPN, USB 3.0, Gaming", "asin": "B0DK7RVXHP", "price": "$119.99"},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS600) - Security Features, BE18000 Wireless Speed (up to 18Gbps) \u2013 10 Gig Internet Port - Covers up to 3,300 sq. ft., 150 Devices", "asin": "B0DG6LXDRK", "price": "$499.99"},
{"title": "TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security", "asin": "B0DVBP5L6Y", "price": "$174.59"},
{"title": "TP-Link AX5400 Tri-Band WiFi 6 Router (Archer AX75)- Gigabit Wireless Internet Router, ax Router for Streaming and Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SN1187", "price": "$237.99"},
{"title": "TP-Link Tri-Band BE11000 Wi-Fi 7 Gaming Router Archer GE650 | 6-Stream 11 Gbps supports 320MHz | 2\u00d75G + 3\u00d72.5G Ports USB 3.0 | Game Acceleration, Dedicated Gaming Port & Panel, RGB Lighting|HomeShield", "asin": "B0DVV9KJSN", "price": "$299.99"}]
<|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": "2025-04-13T23:17:24.979Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.371Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.389Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.721Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.739Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:18.279Z\", \"action\": \"purchase\", \"action_argument\": \"B0C36K8SJJ, B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"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\"promotion_items\": [{\"title\": \"Understanding Computers and Cognition: A New Foundation for Design\", \"asin\": \"0201112973\", \"price\": \"$48.73\", \"quantity\": \"\"},\n{\"title\": \"Vabogu Cat 8 Ethernet Cable, 3ft Heavy Duty High Speed Internet Network Cable, 26AWG, 2000Mhz 40Gbps with Gold Plated RJ45 Connectors, Shielded for Indoor & Outdoor Use\", \"asin\": \"/promo/A3S106NAADCJ8V\", \"price\": \"$5.59\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000-1AZNAS) \\u2013 Approved for Today\\u2019s Fastest Speeds - Works With all Cable Providers, Incl. 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Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps\", \"asin\": \"B0D3FHM3BC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"ARRIS (SB8200) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels\", \"asin\": \"B07DY16W2Z\", \"price\": \"$164.97\", \"quantity\": \"\"},\n{\"title\": \"ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty\", \"asin\": \"B0D94ZWX81\", \"price\": \"$219.00\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black\", \"asin\": \"B07Q5VM51Y\", \"price\": \"$188.77\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM2500-1AZNAS) \\u2013 Approved for Today\\u2019s Faster Speeds - Works with All Cable Providers Incl. Xfinity, Spectrum, Cox - Plans up to 2Gbps\", \"asin\": \"B0DKSMK9K5\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE300) | AXE7800 Tri-Band Wireless Gigabit Speed (Up to 7.8Gbps) | New 6GHz Band | 8-Streams Cover up to 2,500 sq. ft, 40 Devices (Renewed)\", \"asin\": \"B0BVKSJTGP\", \"price\": \"$128.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS600) - Security Features, BE18000 Wireless Speed (up to 18Gbps) \\u2013 10 Gig Internet Port - Covers up to 3,300 sq. ft., 150 Devices\", \"asin\": \"B0DG6LXDRK\", \"price\": \"$499.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS500) \\u2013 Security Features, BE12000 Wireless Speed (up to 12Gbps) - Covers up to 3,000 sq. ft., 120 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"1b1e39a3\", \"price\": \"$349.98\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS700S) - Security Features, BE19000 Wireless Speed (up to 19Gbps) \\u2013 10 Gig Internet Port - Covers up to 3,500 sq. ft., 200 Devices \\u2013 1-Year Armor Included\", \"asin\": \"B0C9JQLDCG\", \"price\": \"$549.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS280S) - Security Features, BE9200 Wireless Speed (up to 9.2 Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port \\u2013 Includes 1-Year Armor\", \"asin\": \"B0DGPLBRDQ\", \"price\": \"$209.65\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS300) - Security Features, BE9300 Wireless Speed (up to 9.3Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port\", \"asin\": \"B0D4JBGPH4\", \"price\": \"$299.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"WiFi 6E, 10.8Gbps\"}]},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"delivery\": \"FREE pickup Wed, Apr 16 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"(NEW) WiFi 7, 9.3Gbps\"}]},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices\", \"asin\": \"B0B1LZMH78\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"WiFi 6E, 7.8Gbps\"}]},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"WiFi 7, 6.5Gbps\"}]},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"WiFi 6E, AXE5400, Tri-Band\"}]},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"delivery\": \"FREE pickup Thu, Apr 17 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"delivery\": \"FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"delivery\": \"FREE pickup Wed, Apr 16 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []}],\n\"saved_items\": [{\"title\": \"HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A\", \"asin\": \"B09PY33NHB\", \"options\": [{\"Color\": \"Blue\"}]},\n{\"asin\": \"B09PY33NHB\", \"options\": []},\n{\"title\": \"Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"0521337399\", \"options\": []},\n{\"title\": \"The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback\", \"asin\": \"B00ZT21NMI\", \"options\": []},\n{\"title\": \"Software psychology: Human factors in computer and information systems (Winthrop computer systems series)\", \"asin\": \"0876268165\", \"options\": []},\n{\"title\": \"Outdoor Research Men's Sureshot Pro Gloves, Black, L\", \"asin\": \"B0CBLBPX5P\", \"options\": []},\n{\"title\": \"THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)\", \"asin\": \"B01M1L2NRL\", \"options\": [{\"Style\": \"T300RS GT Racing Wheel\"}]},\n{\"title\": \"CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)\", \"asin\": \"B011ANDC78\", \"options\": [{\"Size\": \"16 Fl Oz (Pack of 2)\"}]},\n{\"title\": \"CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)\", \"asin\": \"B0949SFXBD\", \"options\": [{\"Style\": \"Tool Only\"}, {\"Pattern Name\": \"Blower\"}]},\n{\"title\": \"Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes\", \"asin\": \"B019V1PW5G\", \"options\": [{\"Color\": \"Titanium\"}, {\"Size\": \"1\"}]},\n{\"title\": \"Giro Isode MIPS Cycling Helmet - Men's Matte White\", \"asin\": \"B07HQ6GKWB\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T23:18:20.788Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "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": ""}],
"promotion_items": [{"title": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$48.73", "quantity": ""},
{"title": "Vabogu Cat 8 Ethernet Cable, 3ft Heavy Duty High Speed Internet Network Cable, 26AWG, 2000Mhz 40Gbps with Gold Plated RJ45 Connectors, Shielded for Indoor & Outdoor Use", "asin": "/promo/A3S106NAADCJ8V", "price": "$5.59", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000-1AZNAS) \u2013 Approved for Today\u2019s Fastest Speeds - Works With all Cable Providers, Incl. Xfinity, Spectrum, Cox - Cable Plans up to 2.5Gbps", "asin": "B0DKSKNC1K", "price": "$299.99", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \u2013 Approved for Today\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps", "asin": "B0D3FHM3BC", "price": "$299.99", "quantity": ""},
{"title": "ARRIS (SB8200) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels", "asin": "B07DY16W2Z", "price": "$164.97", "quantity": ""},
{"title": "ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty", "asin": "B0D94ZWX81", "price": "$219.00", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM2500-1AZNAS) \u2013 Approved for Today\u2019s Faster Speeds - Works with All Cable Providers Incl. Xfinity, Spectrum, Cox - Plans up to 2Gbps", "asin": "B0DKSMK9K5", "price": "$249.99", "quantity": ""},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE300) | AXE7800 Tri-Band Wireless Gigabit Speed (Up to 7.8Gbps) | New 6GHz Band | 8-Streams Cover up to 2,500 sq. ft, 40 Devices (Renewed)", "asin": "B0BVKSJTGP", "price": "$128.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS600) - Security Features, BE18000 Wireless Speed (up to 18Gbps) \u2013 10 Gig Internet Port - Covers up to 3,300 sq. ft., 150 Devices", "asin": "B0DG6LXDRK", "price": "$499.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS500) \u2013 Security Features, BE12000 Wireless Speed (up to 12Gbps) - Covers up to 3,000 sq. ft., 120 Devices \u2013 2.5 Gig Internet Port", "asin": "1b1e39a3", "price": "$349.98", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS700S) - Security Features, BE19000 Wireless Speed (up to 19Gbps) \u2013 10 Gig Internet Port - Covers up to 3,500 sq. ft., 200 Devices \u2013 1-Year Armor Included", "asin": "B0C9JQLDCG", "price": "$549.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS280S) - Security Features, BE9200 Wireless Speed (up to 9.2 Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port \u2013 Includes 1-Year Armor", "asin": "B0DGPLBRDQ", "price": "$209.65", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS300) - Security Features, BE9300 Wireless Speed (up to 9.3Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port", "asin": "B0D4JBGPH4", "price": "$299.99", "quantity": ""}],
"active_items": [{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 6E, 10.8Gbps"}]},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "delivery": "FREE pickup Wed, Apr 16 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "(NEW) WiFi 7, 9.3Gbps"}]},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 6E, 7.8Gbps"}]},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 7, 6.5Gbps"}]},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "delivery": "One-Day FREE pickup Tomorrow, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "FREE pickup Thu, Apr 17 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "FREE pickup Wed, Apr 16 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "One-Day FREE pickup Tomorrow, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T23:18:20.788Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T23:18:20.788Z
|
click
|
quantity
|
rule
|
2025-04-13T23:18:20.788Z
|
click
|
quantity
|
train
| 360 |
2025-04-13T23:18:20.788Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "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": ""}],
"promotion_items": [{"title": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$48.73", "quantity": ""},
{"title": "Vabogu Cat 8 Ethernet Cable, 3ft Heavy Duty High Speed Internet Network Cable, 26AWG, 2000Mhz 40Gbps with Gold Plated RJ45 Connectors, Shielded for Indoor & Outdoor Use", "asin": "/promo/A3S106NAADCJ8V", "price": "$5.59", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000-1AZNAS) \u2013 Approved for Today\u2019s Fastest Speeds - Works With all Cable Providers, Incl. Xfinity, Spectrum, Cox - Cable Plans up to 2.5Gbps", "asin": "B0DKSKNC1K", "price": "$299.99", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \u2013 Approved for Today\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps", "asin": "B0D3FHM3BC", "price": "$299.99", "quantity": ""},
{"title": "ARRIS (SB8200) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels", "asin": "B07DY16W2Z", "price": "$164.97", "quantity": ""},
{"title": "ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty", "asin": "B0D94ZWX81", "price": "$219.00", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM2500-1AZNAS) \u2013 Approved for Today\u2019s Faster Speeds - Works with All Cable Providers Incl. Xfinity, Spectrum, Cox - Plans up to 2Gbps", "asin": "B0DKSMK9K5", "price": "$249.99", "quantity": ""},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE300) | AXE7800 Tri-Band Wireless Gigabit Speed (Up to 7.8Gbps) | New 6GHz Band | 8-Streams Cover up to 2,500 sq. ft, 40 Devices (Renewed)", "asin": "B0BVKSJTGP", "price": "$128.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS600) - Security Features, BE18000 Wireless Speed (up to 18Gbps) \u2013 10 Gig Internet Port - Covers up to 3,300 sq. ft., 150 Devices", "asin": "B0DG6LXDRK", "price": "$499.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS500) \u2013 Security Features, BE12000 Wireless Speed (up to 12Gbps) - Covers up to 3,000 sq. ft., 120 Devices \u2013 2.5 Gig Internet Port", "asin": "1b1e39a3", "price": "$349.98", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS700S) - Security Features, BE19000 Wireless Speed (up to 19Gbps) \u2013 10 Gig Internet Port - Covers up to 3,500 sq. ft., 200 Devices \u2013 1-Year Armor Included", "asin": "B0C9JQLDCG", "price": "$549.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS280S) - Security Features, BE9200 Wireless Speed (up to 9.2 Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port \u2013 Includes 1-Year Armor", "asin": "B0DGPLBRDQ", "price": "$209.65", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS300) - Security Features, BE9300 Wireless Speed (up to 9.3Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port", "asin": "B0D4JBGPH4", "price": "$299.99", "quantity": ""}],
"active_items": [{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 6E, 10.8Gbps"}]},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "delivery": "FREE pickup Wed, Apr 16 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "(NEW) WiFi 7, 9.3Gbps"}]},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 6E Router (RAXE300) - Security Features, AXE7800 Wireless Gigabit Speed (Up to 7.8Gbps), New 6GHz Band, 8-Streams Cover up to 2,500 sq. ft., 40 Devices", "asin": "B0B1LZMH78", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 6E, 7.8Gbps"}]},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 7, 6.5Gbps"}]},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "delivery": "One-Day FREE pickup Tomorrow, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "FREE pickup Thu, Apr 17 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "FREE pickup Wed, Apr 16 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "One-Day FREE pickup Tomorrow, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T23:18:20.788Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.371Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.389Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.721Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.739Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:18.279Z\", \"action\": \"purchase\", \"action_argument\": \"B0C36K8SJJ, B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Understanding Computers and Cognition: A New Foundation for Design\", \"asin\": \"0201112973\", \"price\": \"$48.73\", \"quantity\": \"\"},\n{\"title\": \"Vabogu Cat 8 Ethernet Cable, 3ft Heavy Duty High Speed Internet Network Cable, 26AWG, 2000Mhz 40Gbps with Gold Plated RJ45 Connectors, Shielded for Indoor & Outdoor Use\", \"asin\": \"/promo/A3S106NAADCJ8V\", \"price\": \"$5.59\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000-1AZNAS) \\u2013 Approved for Today\\u2019s Fastest Speeds - Works With all Cable Providers, Incl. Xfinity, Spectrum, Cox - Cable Plans up to 2.5Gbps\", \"asin\": \"B0DKSKNC1K\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \\u2013 Approved for Today\\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps\", \"asin\": \"B0D3FHM3BC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"ARRIS (SB8200) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels\", \"asin\": \"B07DY16W2Z\", \"price\": \"$164.97\", \"quantity\": \"\"},\n{\"title\": \"ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty\", \"asin\": \"B0D94ZWX81\", \"price\": \"$219.00\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black\", \"asin\": \"B07Q5VM51Y\", \"price\": \"$188.77\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM2500-1AZNAS) \\u2013 Approved for Today\\u2019s Faster Speeds - Works with All Cable Providers Incl. Xfinity, Spectrum, Cox - Plans up to 2Gbps\", \"asin\": \"B0DKSMK9K5\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE300) | AXE7800 Tri-Band Wireless Gigabit Speed (Up to 7.8Gbps) | New 6GHz Band | 8-Streams Cover up to 2,500 sq. ft, 40 Devices (Renewed)\", \"asin\": \"B0BVKSJTGP\", \"price\": \"$128.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS600) - Security Features, BE18000 Wireless Speed (up to 18Gbps) \\u2013 10 Gig Internet Port - Covers up to 3,300 sq. ft., 150 Devices\", \"asin\": \"B0DG6LXDRK\", \"price\": \"$499.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS500) \\u2013 Security Features, BE12000 Wireless Speed (up to 12Gbps) - Covers up to 3,000 sq. ft., 120 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"1b1e39a3\", \"price\": \"$349.98\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS700S) - Security Features, BE19000 Wireless Speed (up to 19Gbps) \\u2013 10 Gig Internet Port - Covers up to 3,500 sq. ft., 200 Devices \\u2013 1-Year Armor Included\", \"asin\": \"B0C9JQLDCG\", \"price\": \"$549.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS280S) - Security Features, BE9200 Wireless Speed (up to 9.2 Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port \\u2013 Includes 1-Year Armor\", \"asin\": \"B0DGPLBRDQ\", \"price\": \"$209.65\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS300) - Security Features, BE9300 Wireless Speed (up to 9.3Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port\", \"asin\": \"B0D4JBGPH4\", \"price\": \"$299.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"WiFi 6E, 10.8Gbps\"}]},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"delivery\": \"FREE pickup Wed, Apr 16 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"(NEW) WiFi 7, 9.3Gbps\"}]},\n{\"title\": \"NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \\u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"B0DG6DNF94\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"WiFi 7, 6.5Gbps\"}]},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"WiFi 6E, AXE5400, Tri-Band\"}]},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"delivery\": \"FREE pickup Thu, Apr 17 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"delivery\": \"FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"delivery\": \"FREE pickup Wed, Apr 16 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []}],\n\"saved_items\": [{\"title\": \"HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A\", \"asin\": \"B09PY33NHB\", \"options\": [{\"Color\": \"Blue\"}]},\n{\"asin\": \"B09PY33NHB\", \"options\": []},\n{\"title\": \"Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"0521337399\", \"options\": []},\n{\"title\": \"The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback\", \"asin\": \"B00ZT21NMI\", \"options\": []},\n{\"title\": \"Software psychology: Human factors in computer and information systems (Winthrop computer systems series)\", \"asin\": \"0876268165\", \"options\": []},\n{\"title\": \"Outdoor Research Men's Sureshot Pro Gloves, Black, L\", \"asin\": \"B0CBLBPX5P\", \"options\": []},\n{\"title\": \"THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)\", \"asin\": \"B01M1L2NRL\", \"options\": [{\"Style\": \"T300RS GT Racing Wheel\"}]},\n{\"title\": \"CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)\", \"asin\": \"B011ANDC78\", \"options\": [{\"Size\": \"16 Fl Oz (Pack of 2)\"}]},\n{\"title\": \"CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)\", \"asin\": \"B0949SFXBD\", \"options\": [{\"Style\": \"Tool Only\"}, {\"Pattern Name\": \"Blower\"}]},\n{\"title\": \"Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes\", \"asin\": \"B019V1PW5G\", \"options\": [{\"Color\": \"Titanium\"}, {\"Size\": \"1\"}]},\n{\"title\": \"Giro Isode MIPS Cycling Helmet - Men's Matte White\", \"asin\": \"B07HQ6GKWB\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T23:18:24.655Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$48.73", "quantity": ""},
{"title": "Vabogu Cat 8 Ethernet Cable, 3ft Heavy Duty High Speed Internet Network Cable, 26AWG, 2000Mhz 40Gbps with Gold Plated RJ45 Connectors, Shielded for Indoor & Outdoor Use", "asin": "/promo/A3S106NAADCJ8V", "price": "$5.59", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000-1AZNAS) \u2013 Approved for Today\u2019s Fastest Speeds - Works With all Cable Providers, Incl. Xfinity, Spectrum, Cox - Cable Plans up to 2.5Gbps", "asin": "B0DKSKNC1K", "price": "$299.99", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \u2013 Approved for Today\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps", "asin": "B0D3FHM3BC", "price": "$299.99", "quantity": ""},
{"title": "ARRIS (SB8200) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels", "asin": "B07DY16W2Z", "price": "$164.97", "quantity": ""},
{"title": "ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty", "asin": "B0D94ZWX81", "price": "$219.00", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM2500-1AZNAS) \u2013 Approved for Today\u2019s Faster Speeds - Works with All Cable Providers Incl. Xfinity, Spectrum, Cox - Plans up to 2Gbps", "asin": "B0DKSMK9K5", "price": "$249.99", "quantity": ""},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE300) | AXE7800 Tri-Band Wireless Gigabit Speed (Up to 7.8Gbps) | New 6GHz Band | 8-Streams Cover up to 2,500 sq. ft, 40 Devices (Renewed)", "asin": "B0BVKSJTGP", "price": "$128.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS600) - Security Features, BE18000 Wireless Speed (up to 18Gbps) \u2013 10 Gig Internet Port - Covers up to 3,300 sq. ft., 150 Devices", "asin": "B0DG6LXDRK", "price": "$499.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS500) \u2013 Security Features, BE12000 Wireless Speed (up to 12Gbps) - Covers up to 3,000 sq. ft., 120 Devices \u2013 2.5 Gig Internet Port", "asin": "1b1e39a3", "price": "$349.98", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS700S) - Security Features, BE19000 Wireless Speed (up to 19Gbps) \u2013 10 Gig Internet Port - Covers up to 3,500 sq. ft., 200 Devices \u2013 1-Year Armor Included", "asin": "B0C9JQLDCG", "price": "$549.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS280S) - Security Features, BE9200 Wireless Speed (up to 9.2 Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port \u2013 Includes 1-Year Armor", "asin": "B0DGPLBRDQ", "price": "$209.65", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS300) - Security Features, BE9300 Wireless Speed (up to 9.3Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port", "asin": "B0D4JBGPH4", "price": "$299.99", "quantity": ""}],
"active_items": [{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 6E, 10.8Gbps"}]},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "delivery": "FREE pickup Wed, Apr 16 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "(NEW) WiFi 7, 9.3Gbps"}]},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 7, 6.5Gbps"}]},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "delivery": "One-Day FREE pickup Tomorrow, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "FREE pickup Thu, Apr 17 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "FREE pickup Wed, Apr 16 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "One-Day FREE pickup Tomorrow, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T23:18:24.655Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T23:18:24.655Z
|
click
|
quantity
|
rule
|
2025-04-13T23:18:24.655Z
|
click
|
quantity
|
train
| 361 |
2025-04-13T23:18:24.655Z
|
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": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$48.73", "quantity": ""},
{"title": "Vabogu Cat 8 Ethernet Cable, 3ft Heavy Duty High Speed Internet Network Cable, 26AWG, 2000Mhz 40Gbps with Gold Plated RJ45 Connectors, Shielded for Indoor & Outdoor Use", "asin": "/promo/A3S106NAADCJ8V", "price": "$5.59", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000-1AZNAS) \u2013 Approved for Today\u2019s Fastest Speeds - Works With all Cable Providers, Incl. Xfinity, Spectrum, Cox - Cable Plans up to 2.5Gbps", "asin": "B0DKSKNC1K", "price": "$299.99", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \u2013 Approved for Today\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps", "asin": "B0D3FHM3BC", "price": "$299.99", "quantity": ""},
{"title": "ARRIS (SB8200) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels", "asin": "B07DY16W2Z", "price": "$164.97", "quantity": ""},
{"title": "ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty", "asin": "B0D94ZWX81", "price": "$219.00", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM2500-1AZNAS) \u2013 Approved for Today\u2019s Faster Speeds - Works with All Cable Providers Incl. Xfinity, Spectrum, Cox - Plans up to 2Gbps", "asin": "B0DKSMK9K5", "price": "$249.99", "quantity": ""},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE300) | AXE7800 Tri-Band Wireless Gigabit Speed (Up to 7.8Gbps) | New 6GHz Band | 8-Streams Cover up to 2,500 sq. ft, 40 Devices (Renewed)", "asin": "B0BVKSJTGP", "price": "$128.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS600) - Security Features, BE18000 Wireless Speed (up to 18Gbps) \u2013 10 Gig Internet Port - Covers up to 3,300 sq. ft., 150 Devices", "asin": "B0DG6LXDRK", "price": "$499.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS500) \u2013 Security Features, BE12000 Wireless Speed (up to 12Gbps) - Covers up to 3,000 sq. ft., 120 Devices \u2013 2.5 Gig Internet Port", "asin": "1b1e39a3", "price": "$349.98", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS700S) - Security Features, BE19000 Wireless Speed (up to 19Gbps) \u2013 10 Gig Internet Port - Covers up to 3,500 sq. ft., 200 Devices \u2013 1-Year Armor Included", "asin": "B0C9JQLDCG", "price": "$549.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS280S) - Security Features, BE9200 Wireless Speed (up to 9.2 Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port \u2013 Includes 1-Year Armor", "asin": "B0DGPLBRDQ", "price": "$209.65", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS300) - Security Features, BE9300 Wireless Speed (up to 9.3Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port", "asin": "B0D4JBGPH4", "price": "$299.99", "quantity": ""}],
"active_items": [{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 6E, 10.8Gbps"}]},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "delivery": "FREE pickup Wed, Apr 16 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "(NEW) WiFi 7, 9.3Gbps"}]},
{"title": "NETGEAR Nighthawk Dual-Band WiFi 7 Router (RS200) \u2013 Security Features, BE6500 Wireless Speed (up to 6.5Gbps) - Covers up to 2,500 sq. ft., 80 Devices \u2013 2.5 Gig Internet Port", "asin": "B0DG6DNF94", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 7, 6.5Gbps"}]},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "delivery": "One-Day FREE pickup Tomorrow, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "FREE pickup Thu, Apr 17 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "FREE pickup Wed, Apr 16 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "One-Day FREE pickup Tomorrow, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T23:18:24.655Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T22:25:58.219Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:26:01.991Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:31:03.659Z\", \"action\": \"input\", \"action_argument\": \"internet modem x\"}\n{\"timestamp\": \"2025-04-10T22:31:03.733Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T22:40:15.470Z\", \"action\": \"input\", \"action_argument\": \"wifi router\"}\n{\"timestamp\": \"2025-04-10T22:40:15.648Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T22:54:33.370Z\", \"action\": \"purchase\", \"action_argument\": \"B0B3SQK74L\"}\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.371Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.389Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.721Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.739Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:18.279Z\", \"action\": \"purchase\", \"action_argument\": \"B0C36K8SJJ, B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"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\": \"Understanding Computers and Cognition: A New Foundation for Design\", \"asin\": \"0201112973\", \"price\": \"$48.73\", \"quantity\": \"\"},\n{\"title\": \"Vabogu Cat 8 Ethernet Cable, 3ft Heavy Duty High Speed Internet Network Cable, 26AWG, 2000Mhz 40Gbps with Gold Plated RJ45 Connectors, Shielded for Indoor & Outdoor Use\", \"asin\": \"/promo/A3S106NAADCJ8V\", \"price\": \"$5.59\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000-1AZNAS) \\u2013 Approved for Today\\u2019s Fastest Speeds - Works With all Cable Providers, Incl. Xfinity, Spectrum, Cox - Cable Plans up to 2.5Gbps\", \"asin\": \"B0DKSKNC1K\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \\u2013 Approved for Today\\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps\", \"asin\": \"B0D3FHM3BC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"ARRIS (SB8200) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels\", \"asin\": \"B07DY16W2Z\", \"price\": \"$164.97\", \"quantity\": \"\"},\n{\"title\": \"ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty\", \"asin\": \"B0D94ZWX81\", \"price\": \"$219.00\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black\", \"asin\": \"B07Q5VM51Y\", \"price\": \"$188.77\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM2500-1AZNAS) \\u2013 Approved for Today\\u2019s Faster Speeds - Works with All Cable Providers Incl. Xfinity, Spectrum, Cox - Plans up to 2Gbps\", \"asin\": \"B0DKSMK9K5\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE300) | AXE7800 Tri-Band Wireless Gigabit Speed (Up to 7.8Gbps) | New 6GHz Band | 8-Streams Cover up to 2,500 sq. ft, 40 Devices (Renewed)\", \"asin\": \"B0BVKSJTGP\", \"price\": \"$128.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS600) - Security Features, BE18000 Wireless Speed (up to 18Gbps) \\u2013 10 Gig Internet Port - Covers up to 3,300 sq. ft., 150 Devices\", \"asin\": \"B0DG6LXDRK\", \"price\": \"$499.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS500) \\u2013 Security Features, BE12000 Wireless Speed (up to 12Gbps) - Covers up to 3,000 sq. ft., 120 Devices \\u2013 2.5 Gig Internet Port\", \"asin\": \"1b1e39a3\", \"price\": \"$349.98\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS700S) - Security Features, BE19000 Wireless Speed (up to 19Gbps) \\u2013 10 Gig Internet Port - Covers up to 3,500 sq. ft., 200 Devices \\u2013 1-Year Armor Included\", \"asin\": \"B0C9JQLDCG\", \"price\": \"$549.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS280S) - Security Features, BE9200 Wireless Speed (up to 9.2 Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port \\u2013 Includes 1-Year Armor\", \"asin\": \"B0DGPLBRDQ\", \"price\": \"$209.65\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS300) - Security Features, BE9300 Wireless Speed (up to 9.3Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port\", \"asin\": \"B0D4JBGPH4\", \"price\": \"$299.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"WiFi 6E, 10.8Gbps\"}]},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"delivery\": \"FREE pickup Wed, Apr 16 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"(NEW) WiFi 7, 9.3Gbps\"}]},\n{\"title\": \"TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3\", \"asin\": \"B0B3SQK74L\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"WiFi 6E, AXE5400, Tri-Band\"}]},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"delivery\": \"FREE pickup Thu, Apr 17 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"delivery\": \"FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"delivery\": \"Two-Day FREE pickup Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"delivery\": \"FREE pickup Wed, Apr 16 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []}],\n\"saved_items\": [{\"title\": \"HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A\", \"asin\": \"B09PY33NHB\", \"options\": [{\"Color\": \"Blue\"}]},\n{\"asin\": \"B09PY33NHB\", \"options\": []},\n{\"title\": \"Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"0521337399\", \"options\": []},\n{\"title\": \"The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback\", \"asin\": \"B00ZT21NMI\", \"options\": []},\n{\"title\": \"Software psychology: Human factors in computer and information systems (Winthrop computer systems series)\", \"asin\": \"0876268165\", \"options\": []},\n{\"title\": \"Outdoor Research Men's Sureshot Pro Gloves, Black, L\", \"asin\": \"B0CBLBPX5P\", \"options\": []},\n{\"title\": \"THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)\", \"asin\": \"B01M1L2NRL\", \"options\": [{\"Style\": \"T300RS GT Racing Wheel\"}]},\n{\"title\": \"CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)\", \"asin\": \"B011ANDC78\", \"options\": [{\"Size\": \"16 Fl Oz (Pack of 2)\"}]},\n{\"title\": \"CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)\", \"asin\": \"B0949SFXBD\", \"options\": [{\"Style\": \"Tool Only\"}, {\"Pattern Name\": \"Blower\"}]},\n{\"title\": \"Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes\", \"asin\": \"B019V1PW5G\", \"options\": [{\"Color\": \"Titanium\"}, {\"Size\": \"1\"}]},\n{\"title\": \"Giro Isode MIPS Cycling Helmet - Men's Matte White\", \"asin\": \"B07HQ6GKWB\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T23:18:26.716Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "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": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$48.73", "quantity": ""},
{"title": "Vabogu Cat 8 Ethernet Cable, 3ft Heavy Duty High Speed Internet Network Cable, 26AWG, 2000Mhz 40Gbps with Gold Plated RJ45 Connectors, Shielded for Indoor & Outdoor Use", "asin": "/promo/A3S106NAADCJ8V", "price": "$5.59", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000-1AZNAS) \u2013 Approved for Today\u2019s Fastest Speeds - Works With all Cable Providers, Incl. Xfinity, Spectrum, Cox - Cable Plans up to 2.5Gbps", "asin": "B0DKSKNC1K", "price": "$299.99", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \u2013 Approved for Today\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps", "asin": "B0D3FHM3BC", "price": "$299.99", "quantity": ""},
{"title": "ARRIS (SB8200) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels", "asin": "B07DY16W2Z", "price": "$164.97", "quantity": ""},
{"title": "ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty", "asin": "B0D94ZWX81", "price": "$219.00", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM2500-1AZNAS) \u2013 Approved for Today\u2019s Faster Speeds - Works with All Cable Providers Incl. Xfinity, Spectrum, Cox - Plans up to 2Gbps", "asin": "B0DKSMK9K5", "price": "$249.99", "quantity": ""},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE300) | AXE7800 Tri-Band Wireless Gigabit Speed (Up to 7.8Gbps) | New 6GHz Band | 8-Streams Cover up to 2,500 sq. ft, 40 Devices (Renewed)", "asin": "B0BVKSJTGP", "price": "$128.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS600) - Security Features, BE18000 Wireless Speed (up to 18Gbps) \u2013 10 Gig Internet Port - Covers up to 3,300 sq. ft., 150 Devices", "asin": "B0DG6LXDRK", "price": "$499.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS500) \u2013 Security Features, BE12000 Wireless Speed (up to 12Gbps) - Covers up to 3,000 sq. ft., 120 Devices \u2013 2.5 Gig Internet Port", "asin": "1b1e39a3", "price": "$349.98", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS700S) - Security Features, BE19000 Wireless Speed (up to 19Gbps) \u2013 10 Gig Internet Port - Covers up to 3,500 sq. ft., 200 Devices \u2013 1-Year Armor Included", "asin": "B0C9JQLDCG", "price": "$549.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS280S) - Security Features, BE9200 Wireless Speed (up to 9.2 Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port \u2013 Includes 1-Year Armor", "asin": "B0DGPLBRDQ", "price": "$209.65", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS300) - Security Features, BE9300 Wireless Speed (up to 9.3Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port", "asin": "B0D4JBGPH4", "price": "$299.99", "quantity": ""}],
"active_items": [{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 6E, 10.8Gbps"}]},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "delivery": "FREE pickup Wed, Apr 16 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "(NEW) WiFi 7, 9.3Gbps"}]},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "delivery": "One-Day FREE pickup Tomorrow, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "FREE pickup Thu, Apr 17 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "FREE pickup Wed, Apr 16 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "One-Day FREE pickup Tomorrow, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T23:18:26.716Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T23:18:26.716Z
|
click
|
quantity
|
rule
|
2025-04-13T23:18:26.716Z
|
click
|
quantity
|
train
| 362 |
2025-04-13T23:18:26.716Z
|
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": "2025-04-10T22:25:58.219Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:26:01.991Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:31:03.659Z", "action": "input", "action_argument": "internet modem x"}
{"timestamp": "2025-04-10T22:31:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T22:40:15.470Z", "action": "input", "action_argument": "wifi router"}
{"timestamp": "2025-04-10T22:40:15.648Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T22:54:33.370Z", "action": "purchase", "action_argument": "B0B3SQK74L"}
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "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": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$48.73", "quantity": ""},
{"title": "Vabogu Cat 8 Ethernet Cable, 3ft Heavy Duty High Speed Internet Network Cable, 26AWG, 2000Mhz 40Gbps with Gold Plated RJ45 Connectors, Shielded for Indoor & Outdoor Use", "asin": "/promo/A3S106NAADCJ8V", "price": "$5.59", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000-1AZNAS) \u2013 Approved for Today\u2019s Fastest Speeds - Works With all Cable Providers, Incl. Xfinity, Spectrum, Cox - Cable Plans up to 2.5Gbps", "asin": "B0DKSKNC1K", "price": "$299.99", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000) \u2013 Approved for Today\u2019s Fastest Speeds - Works with All Providers Incl. Xfinity, Spectrum, Cox - for Plans up to 2.5Gbps", "asin": "B0D3FHM3BC", "price": "$299.99", "quantity": ""},
{"title": "ARRIS (SB8200) - Cable Modem - Fast DOCSIS 3.1 32x8 Gigabit Cable Modem , Approved for Comcast Xfinity, Cox, Charter Spectrum, & more | 1 Gbps Max Internet Speed, 4 OFDM Channels", "asin": "B07DY16W2Z", "price": "$164.97", "quantity": ""},
{"title": "ARRIS (S34) - Cable Modem - Fast DOCSIS 3.1 Multi-Gigabit Cable Modem, for Comcast Xfinity, Cox, Spectrum & More, 2.5 Gbps Max Internet Speeds, Next-Generation Upload Optimized, 2 Year Warranty", "asin": "B0D94ZWX81", "price": "$219.00", "quantity": ""},
{"title": "NETGEAR Nighthawk Cable Modem CM1200 - Compatible with all Cable Providers including Xfinity by Comcast, Spectrum, Cox | For Cable Plans Up to 2 Gigabits | 4 x 1G Ethernet ports | DOCSIS 3.1, Black", "asin": "B07Q5VM51Y", "price": "$188.77", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM2500-1AZNAS) \u2013 Approved for Today\u2019s Faster Speeds - Works with All Cable Providers Incl. Xfinity, Spectrum, Cox - Plans up to 2Gbps", "asin": "B0DKSMK9K5", "price": "$249.99", "quantity": ""},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE300) | AXE7800 Tri-Band Wireless Gigabit Speed (Up to 7.8Gbps) | New 6GHz Band | 8-Streams Cover up to 2,500 sq. ft, 40 Devices (Renewed)", "asin": "B0BVKSJTGP", "price": "$128.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS600) - Security Features, BE18000 Wireless Speed (up to 18Gbps) \u2013 10 Gig Internet Port - Covers up to 3,300 sq. ft., 150 Devices", "asin": "B0DG6LXDRK", "price": "$499.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS500) \u2013 Security Features, BE12000 Wireless Speed (up to 12Gbps) - Covers up to 3,000 sq. ft., 120 Devices \u2013 2.5 Gig Internet Port", "asin": "1b1e39a3", "price": "$349.98", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS700S) - Security Features, BE19000 Wireless Speed (up to 19Gbps) \u2013 10 Gig Internet Port - Covers up to 3,500 sq. ft., 200 Devices \u2013 1-Year Armor Included", "asin": "B0C9JQLDCG", "price": "$549.99", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS280S) - Security Features, BE9200 Wireless Speed (up to 9.2 Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port \u2013 Includes 1-Year Armor", "asin": "B0DGPLBRDQ", "price": "$209.65", "quantity": ""},
{"title": "NETGEAR Nighthawk Tri-Band WiFi 7 Router (RS300) - Security Features, BE9300 Wireless Speed (up to 9.3Gbps) - Covers up to 2,500 sq. ft., 100 Devices - 2.5 Gig Internet Port", "asin": "B0D4JBGPH4", "price": "$299.99", "quantity": ""}],
"active_items": [{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 6E, 10.8Gbps"}]},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "delivery": "FREE pickup Wed, Apr 16 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "(NEW) WiFi 7, 9.3Gbps"}]},
{"title": "TP-Link AXE5400 Tri-Band WiFi 6E Router (Archer AXE75)- Gigabit Wireless Internet Router, ax Router for Gaming, VPN Router, OneMesh, WPA3", "asin": "B0B3SQK74L", "delivery": "One-Day FREE pickup Tomorrow, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, AXE5400, Tri-Band"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "FREE pickup Thu, Apr 17 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE pickup Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "FREE pickup Wed, Apr 16 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "One-Day FREE pickup Tomorrow, Apr 14 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "THRUSTMASTER T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T23:18:26.716Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.371Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.389Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.721Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.739Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:18.279Z\", \"action\": \"purchase\", \"action_argument\": \"B0C36K8SJJ, B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"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<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T00:44:05.237Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "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": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:44:05.237Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-19T00:44:05.237Z
|
input
|
pain relief patch
|
rule
|
2025-04-19T00:44:05.237Z
|
input
|
pain relief patch
|
train
| 363 |
2025-04-19T00:44:05.237Z
|
input
|
pain relief patch
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "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": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:44:05.237Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.371Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.389Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.721Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.739Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:18.279Z\", \"action\": \"purchase\", \"action_argument\": \"B0C36K8SJJ, B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"pain relief patch\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T00:44:05.364Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "pain relief patch"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:44:05.364Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-19T00:44:05.364Z
|
click
|
search
|
rule
|
2025-04-19T00:44:05.364Z
|
click
|
search
|
train
| 364 |
2025-04-19T00:44:05.364Z
|
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": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "pain relief patch"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:44:05.364Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.371Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.389Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.721Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.739Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:18.279Z\", \"action\": \"purchase\", \"action_argument\": \"B0C36K8SJJ, B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n{\"timestamp\": \"2025-04-19T00:44:05.364Z\", \"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\": \"pain relief patch\"}],\n\"cart_items\": [{\"title\": \"Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \\u2014 Silver\", \"asin\": \"B0D3J72NN6\", \"price\": \"$1,499.00\"},\n{\"title\": \"AppleCare+ for iPad Pro 13-inch (M4) - 2 years\", \"asin\": \"B0D42FL9CG\", \"price\": \"$169.00\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"price\": \"$299.97\", \"quantity\": \"1\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"price\": \"$279.99\", \"quantity\": \"1\"},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$35.68\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$104.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B06X91GH75\"},\n{\"title\": \"Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief\"},\n{\"price\": \"$8.66$8.66\"},\n{\"bullet_list\": \"Includes (5) Icy Hot Max Strength Lidocaine Plus Menthol Pain Relief Patches for Back or Large Area These lidocaine pain patches work to temporarily relieve minor pain Icy Hot Lidocaine Plus Menthol Pain Relieving Patched deliver quick relief you can wear for up to 12 hours These patches used to relieve pain are easy to apply and stay in place Icy Hot is the number-one topical pain relief brand among OTC topical analgesics\"}],\n\"product_quantity\": [{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Size\": \"5 Count (Pack of 1)\"},\n{\"Flavor Name\": \"Lidocaine\"}],\n\"promotion_items\": [{\"title\": \"Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)\", \"asin\": \"B0D14W62FQ\", \"price\": \"$17.82\", \"quantity\": \"\"},\n{\"title\": \"Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)\", \"asin\": \"B0DV9YDMXY\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches\", \"asin\": \"B01HC02KK8\", \"price\": \"$9.58\", \"quantity\": \"\"},\n{\"title\": \"Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2\", \"asin\": \"B084ZMMVQS\", \"price\": \"$24.27\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.\", \"asin\": \"B0CSZ5VPDH\", \"price\": \"$11.98\", \"quantity\": \"\"},\n{\"title\": \"Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count\", \"asin\": \"B0BQJP2KBW\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)\", \"asin\": \"B09NP3D88Z\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream\", \"asin\": \"B0026HDURA\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count\", \"asin\": \"B0BQJP2KBW\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches\", \"asin\": \"B01HC02KK8\", \"price\": \"$9.58\", \"quantity\": \"\"},\n{\"title\": \"Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)\", \"asin\": \"B09NP3D88Z\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2\", \"asin\": \"B084ZMMVQS\", \"price\": \"$24.27\", \"quantity\": \"\"},\n{\"title\": \"Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)\", \"asin\": \"B0DV9YDMXY\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)\", \"asin\": \"B0D14W62FQ\", \"price\": \"$17.82\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief\", \"asin\": \"B06X91GH75\", \"price\": \"$8.59\"},\n{\"title\": \"Icy Hot Extra Strength Medicated Patch, XL Back & Large Areas, 3 Count (Pack of 1) and Icy Hot Original Medicated Pain Relief Patch, Large, 5 Count\", \"asin\": \"B0DP3DFW4J\", \"price\": \"$13.98\"},\n{\"title\": \"Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count\", \"asin\": \"B0BQJP2KBW\", \"price\": \"$17.98\"},\n{\"title\": \"Salonpas Lidocaine 4% Pain Relieving Gel-Patch, 6 Count, for Back, Neck, Shoulder, Knee & Elbow Pain\", \"asin\": \"B01MF68INT\", \"price\": \"$10.34\"},\n{\"title\": \"Biofreeze Pain Relief Patches, Arthritis Pain Reliver, Knee & Lower Back Pain Relief Patch, Sore Muscle Relief, Neck Pain Relief, FSA Eligible, 3 Pack (5 Biofreeze Menthol Patches)\", \"asin\": \"B07Q39FSMR\", \"price\": \"$25.55\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T00:46:00.072Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "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": "pain relief patch"}],
"cart_items": [{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "price": "$1,499.00"},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "price": "$169.00"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B06X91GH75"},
{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief"},
{"price": "$8.66$8.66"},
{"bullet_list": "Includes (5) Icy Hot Max Strength Lidocaine Plus Menthol Pain Relief Patches for Back or Large Area These lidocaine pain patches work to temporarily relieve minor pain Icy Hot Lidocaine Plus Menthol Pain Relieving Patched deliver quick relief you can wear for up to 12 hours These patches used to relieve pain are easy to apply and stay in place Icy Hot is the number-one topical pain relief brand among OTC topical analgesics"}],
"product_quantity": [{"quantity": "1 "}],
"product_options": [{"Size": "5 Count (Pack of 1)"},
{"Flavor Name": "Lidocaine"}],
"promotion_items": [{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""},
{"title": "Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)", "asin": "B0DV9YDMXY", "price": "$14.99", "quantity": ""},
{"title": "Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches", "asin": "B01HC02KK8", "price": "$9.58", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98", "quantity": ""},
{"title": "Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)", "asin": "B09NP3D88Z", "price": "$39.99", "quantity": ""},
{"title": "Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream", "asin": "B0026HDURA", "price": "$16.98", "quantity": ""},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98", "quantity": ""},
{"title": "Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches", "asin": "B01HC02KK8", "price": "$9.58", "quantity": ""},
{"title": "Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)", "asin": "B09NP3D88Z", "price": "$39.99", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""},
{"title": "Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)", "asin": "B0DV9YDMXY", "price": "$14.99", "quantity": ""},
{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""}],
"comparison_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "price": "$8.59"},
{"title": "Icy Hot Extra Strength Medicated Patch, XL Back & Large Areas, 3 Count (Pack of 1) and Icy Hot Original Medicated Pain Relief Patch, Large, 5 Count", "asin": "B0DP3DFW4J", "price": "$13.98"},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98"},
{"title": "Salonpas Lidocaine 4% Pain Relieving Gel-Patch, 6 Count, for Back, Neck, Shoulder, Knee & Elbow Pain", "asin": "B01MF68INT", "price": "$10.34"},
{"title": "Biofreeze Pain Relief Patches, Arthritis Pain Reliver, Knee & Lower Back Pain Relief Patch, Sore Muscle Relief, Neck Pain Relief, FSA Eligible, 3 Pack (5 Biofreeze Menthol Patches)", "asin": "B07Q39FSMR", "price": "$25.55"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:46:00.072Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-19T00:46:00.072Z
|
click
|
review
|
rule
|
2025-04-19T00:46:00.072Z
|
click
|
review
|
train
| 365 |
2025-04-19T00:46:00.072Z
|
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": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "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": "pain relief patch"}],
"cart_items": [{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "price": "$1,499.00"},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "price": "$169.00"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B06X91GH75"},
{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief"},
{"price": "$8.66$8.66"},
{"bullet_list": "Includes (5) Icy Hot Max Strength Lidocaine Plus Menthol Pain Relief Patches for Back or Large Area These lidocaine pain patches work to temporarily relieve minor pain Icy Hot Lidocaine Plus Menthol Pain Relieving Patched deliver quick relief you can wear for up to 12 hours These patches used to relieve pain are easy to apply and stay in place Icy Hot is the number-one topical pain relief brand among OTC topical analgesics"}],
"product_quantity": [{"quantity": "1 "}],
"product_options": [{"Size": "5 Count (Pack of 1)"},
{"Flavor Name": "Lidocaine"}],
"promotion_items": [{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""},
{"title": "Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)", "asin": "B0DV9YDMXY", "price": "$14.99", "quantity": ""},
{"title": "Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches", "asin": "B01HC02KK8", "price": "$9.58", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98", "quantity": ""},
{"title": "Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)", "asin": "B09NP3D88Z", "price": "$39.99", "quantity": ""},
{"title": "Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream", "asin": "B0026HDURA", "price": "$16.98", "quantity": ""},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98", "quantity": ""},
{"title": "Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches", "asin": "B01HC02KK8", "price": "$9.58", "quantity": ""},
{"title": "Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)", "asin": "B09NP3D88Z", "price": "$39.99", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""},
{"title": "Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)", "asin": "B0DV9YDMXY", "price": "$14.99", "quantity": ""},
{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""}],
"comparison_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "price": "$8.59"},
{"title": "Icy Hot Extra Strength Medicated Patch, XL Back & Large Areas, 3 Count (Pack of 1) and Icy Hot Original Medicated Pain Relief Patch, Large, 5 Count", "asin": "B0DP3DFW4J", "price": "$13.98"},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98"},
{"title": "Salonpas Lidocaine 4% Pain Relieving Gel-Patch, 6 Count, for Back, Neck, Shoulder, Knee & Elbow Pain", "asin": "B01MF68INT", "price": "$10.34"},
{"title": "Biofreeze Pain Relief Patches, Arthritis Pain Reliver, Knee & Lower Back Pain Relief Patch, Sore Muscle Relief, Neck Pain Relief, FSA Eligible, 3 Pack (5 Biofreeze Menthol Patches)", "asin": "B07Q39FSMR", "price": "$25.55"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:46:00.072Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.371Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.389Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.721Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.739Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:18.279Z\", \"action\": \"purchase\", \"action_argument\": \"B0C36K8SJJ, B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n{\"timestamp\": \"2025-04-19T00:44:05.364Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:46:00.072Z\", \"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\": \"pain relief patch\"}],\n\"cart_items\": [{\"title\": \"Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \\u2014 Silver\", \"asin\": \"B0D3J72NN6\", \"price\": \"$1,499.00\"},\n{\"title\": \"AppleCare+ for iPad Pro 13-inch (M4) - 2 years\", \"asin\": \"B0D42FL9CG\", \"price\": \"$169.00\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"price\": \"$299.97\", \"quantity\": \"1\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"price\": \"$279.99\", \"quantity\": \"1\"},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$35.68\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$104.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B06X91GH75\"},\n{\"title\": \"Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief\"},\n{\"price\": \"$8.66$8.66\"},\n{\"bullet_list\": \"Includes (5) Icy Hot Max Strength Lidocaine Plus Menthol Pain Relief Patches for Back or Large Area These lidocaine pain patches work to temporarily relieve minor pain Icy Hot Lidocaine Plus Menthol Pain Relieving Patched deliver quick relief you can wear for up to 12 hours These patches used to relieve pain are easy to apply and stay in place Icy Hot is the number-one topical pain relief brand among OTC topical analgesics\"}],\n\"product_quantity\": [{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Size\": \"5 Count (Pack of 1)\"},\n{\"Flavor Name\": \"Lidocaine\"}],\n\"promotion_items\": [{\"title\": \"Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)\", \"asin\": \"B0D14W62FQ\", \"price\": \"$17.82\", \"quantity\": \"\"},\n{\"title\": \"Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)\", \"asin\": \"B0DV9YDMXY\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches\", \"asin\": \"B01HC02KK8\", \"price\": \"$9.58\", \"quantity\": \"\"},\n{\"title\": \"Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2\", \"asin\": \"B084ZMMVQS\", \"price\": \"$24.27\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.\", \"asin\": \"B0CSZ5VPDH\", \"price\": \"$11.98\", \"quantity\": \"\"},\n{\"title\": \"Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count\", \"asin\": \"B0BQJP2KBW\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)\", \"asin\": \"B09NP3D88Z\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream\", \"asin\": \"B0026HDURA\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count\", \"asin\": \"B0BQJP2KBW\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches\", \"asin\": \"B01HC02KK8\", \"price\": \"$9.58\", \"quantity\": \"\"},\n{\"title\": \"Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)\", \"asin\": \"B09NP3D88Z\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2\", \"asin\": \"B084ZMMVQS\", \"price\": \"$24.27\", \"quantity\": \"\"},\n{\"title\": \"Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)\", \"asin\": \"B0DV9YDMXY\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)\", \"asin\": \"B0D14W62FQ\", \"price\": \"$17.82\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief\", \"asin\": \"B06X91GH75\", \"price\": \"$8.59\"},\n{\"title\": \"Icy Hot Extra Strength Medicated Patch, XL Back & Large Areas, 3 Count (Pack of 1) and Icy Hot Original Medicated Pain Relief Patch, Large, 5 Count\", \"asin\": \"B0DP3DFW4J\", \"price\": \"$13.98\"},\n{\"title\": \"Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count\", \"asin\": \"B0BQJP2KBW\", \"price\": \"$17.98\"},\n{\"title\": \"Salonpas Lidocaine 4% Pain Relieving Gel-Patch, 6 Count, for Back, Neck, Shoulder, Knee & Elbow Pain\", \"asin\": \"B01MF68INT\", \"price\": \"$10.34\"},\n{\"title\": \"Biofreeze Pain Relief Patches, Arthritis Pain Reliver, Knee & Lower Back Pain Relief Patch, Sore Muscle Relief, Neck Pain Relief, FSA Eligible, 3 Pack (5 Biofreeze Menthol Patches)\", \"asin\": \"B07Q39FSMR\", \"price\": \"$25.55\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T00:46:04.043Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "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": "pain relief patch"}],
"cart_items": [{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "price": "$1,499.00"},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "price": "$169.00"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B06X91GH75"},
{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief"},
{"price": "$8.66$8.66"},
{"bullet_list": "Includes (5) Icy Hot Max Strength Lidocaine Plus Menthol Pain Relief Patches for Back or Large Area These lidocaine pain patches work to temporarily relieve minor pain Icy Hot Lidocaine Plus Menthol Pain Relieving Patched deliver quick relief you can wear for up to 12 hours These patches used to relieve pain are easy to apply and stay in place Icy Hot is the number-one topical pain relief brand among OTC topical analgesics"}],
"product_quantity": [{"quantity": "1 "}],
"product_options": [{"Size": "5 Count (Pack of 1)"},
{"Flavor Name": "Lidocaine"}],
"promotion_items": [{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""},
{"title": "Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)", "asin": "B0DV9YDMXY", "price": "$14.99", "quantity": ""},
{"title": "Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches", "asin": "B01HC02KK8", "price": "$9.58", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98", "quantity": ""},
{"title": "Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)", "asin": "B09NP3D88Z", "price": "$39.99", "quantity": ""},
{"title": "Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream", "asin": "B0026HDURA", "price": "$16.98", "quantity": ""},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98", "quantity": ""},
{"title": "Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches", "asin": "B01HC02KK8", "price": "$9.58", "quantity": ""},
{"title": "Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)", "asin": "B09NP3D88Z", "price": "$39.99", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""},
{"title": "Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)", "asin": "B0DV9YDMXY", "price": "$14.99", "quantity": ""},
{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""}],
"comparison_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "price": "$8.59"},
{"title": "Icy Hot Extra Strength Medicated Patch, XL Back & Large Areas, 3 Count (Pack of 1) and Icy Hot Original Medicated Pain Relief Patch, Large, 5 Count", "asin": "B0DP3DFW4J", "price": "$13.98"},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98"},
{"title": "Salonpas Lidocaine 4% Pain Relieving Gel-Patch, 6 Count, for Back, Neck, Shoulder, Knee & Elbow Pain", "asin": "B01MF68INT", "price": "$10.34"},
{"title": "Biofreeze Pain Relief Patches, Arthritis Pain Reliver, Knee & Lower Back Pain Relief Patch, Sore Muscle Relief, Neck Pain Relief, FSA Eligible, 3 Pack (5 Biofreeze Menthol Patches)", "asin": "B07Q39FSMR", "price": "$25.55"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:46:04.043Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-19T00:46:04.043Z
|
click
|
other
|
rule
|
2025-04-19T00:46:04.043Z
|
click
|
other
|
train
| 366 |
2025-04-19T00:46:04.043Z
|
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": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "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": "pain relief patch"}],
"cart_items": [{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "price": "$1,499.00"},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "price": "$169.00"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B06X91GH75"},
{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief"},
{"price": "$8.66$8.66"},
{"bullet_list": "Includes (5) Icy Hot Max Strength Lidocaine Plus Menthol Pain Relief Patches for Back or Large Area These lidocaine pain patches work to temporarily relieve minor pain Icy Hot Lidocaine Plus Menthol Pain Relieving Patched deliver quick relief you can wear for up to 12 hours These patches used to relieve pain are easy to apply and stay in place Icy Hot is the number-one topical pain relief brand among OTC topical analgesics"}],
"product_quantity": [{"quantity": "1 "}],
"product_options": [{"Size": "5 Count (Pack of 1)"},
{"Flavor Name": "Lidocaine"}],
"promotion_items": [{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""},
{"title": "Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)", "asin": "B0DV9YDMXY", "price": "$14.99", "quantity": ""},
{"title": "Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches", "asin": "B01HC02KK8", "price": "$9.58", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98", "quantity": ""},
{"title": "Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)", "asin": "B09NP3D88Z", "price": "$39.99", "quantity": ""},
{"title": "Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream", "asin": "B0026HDURA", "price": "$16.98", "quantity": ""},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98", "quantity": ""},
{"title": "Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches", "asin": "B01HC02KK8", "price": "$9.58", "quantity": ""},
{"title": "Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)", "asin": "B09NP3D88Z", "price": "$39.99", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""},
{"title": "Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)", "asin": "B0DV9YDMXY", "price": "$14.99", "quantity": ""},
{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""}],
"comparison_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "price": "$8.59"},
{"title": "Icy Hot Extra Strength Medicated Patch, XL Back & Large Areas, 3 Count (Pack of 1) and Icy Hot Original Medicated Pain Relief Patch, Large, 5 Count", "asin": "B0DP3DFW4J", "price": "$13.98"},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98"},
{"title": "Salonpas Lidocaine 4% Pain Relieving Gel-Patch, 6 Count, for Back, Neck, Shoulder, Knee & Elbow Pain", "asin": "B01MF68INT", "price": "$10.34"},
{"title": "Biofreeze Pain Relief Patches, Arthritis Pain Reliver, Knee & Lower Back Pain Relief Patch, Sore Muscle Relief, Neck Pain Relief, FSA Eligible, 3 Pack (5 Biofreeze Menthol Patches)", "asin": "B07Q39FSMR", "price": "$25.55"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:46:04.043Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.371Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.389Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.721Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.739Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:18.279Z\", \"action\": \"purchase\", \"action_argument\": \"B0C36K8SJJ, B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n{\"timestamp\": \"2025-04-19T00:44:05.364Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:46:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T00:46:04.043Z\", \"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\": \"pain relief patch\"}],\n\"cart_items\": [{\"title\": \"Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \\u2014 Silver\", \"asin\": \"B0D3J72NN6\", \"price\": \"$1,499.00\"},\n{\"title\": \"AppleCare+ for iPad Pro 13-inch (M4) - 2 years\", \"asin\": \"B0D42FL9CG\", \"price\": \"$169.00\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"price\": \"$299.97\", \"quantity\": \"1\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"price\": \"$279.99\", \"quantity\": \"1\"},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$35.68\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$104.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B06X91GH75\"},\n{\"title\": \"Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief\"},\n{\"price\": \"$8.66$8.66\"},\n{\"price\": \"$8.66\"},\n{\"bullet_list\": \"Includes (5) Icy Hot Max Strength Lidocaine Plus Menthol Pain Relief Patches for Back or Large Area These lidocaine pain patches work to temporarily relieve minor pain Icy Hot Lidocaine Plus Menthol Pain Relieving Patched deliver quick relief you can wear for up to 12 hours These patches used to relieve pain are easy to apply and stay in place Icy Hot is the number-one topical pain relief brand among OTC topical analgesics\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"5 Count(Pack of 2)\"},\n{\"Flavor Name\": \"Lidocaine\"}],\n\"promotion_items\": [{\"title\": \"Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)\", \"asin\": \"B0D14W62FQ\", \"price\": \"$17.82\", \"quantity\": \"\"},\n{\"title\": \"Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)\", \"asin\": \"B0DV9YDMXY\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches\", \"asin\": \"B01HC02KK8\", \"price\": \"$9.58\", \"quantity\": \"\"},\n{\"title\": \"Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2\", \"asin\": \"B084ZMMVQS\", \"price\": \"$24.27\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.\", \"asin\": \"B0CSZ5VPDH\", \"price\": \"$11.98\", \"quantity\": \"\"},\n{\"title\": \"Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count\", \"asin\": \"B0BQJP2KBW\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)\", \"asin\": \"B09NP3D88Z\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream\", \"asin\": \"B0026HDURA\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count\", \"asin\": \"B0BQJP2KBW\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches\", \"asin\": \"B01HC02KK8\", \"price\": \"$9.58\", \"quantity\": \"\"},\n{\"title\": \"Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)\", \"asin\": \"B09NP3D88Z\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2\", \"asin\": \"B084ZMMVQS\", \"price\": \"$24.27\", \"quantity\": \"\"},\n{\"title\": \"Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)\", \"asin\": \"B0DV9YDMXY\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)\", \"asin\": \"B0D14W62FQ\", \"price\": \"$17.82\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief\", \"asin\": \"B06X91GH75\", \"price\": \"$8.59\"},\n{\"title\": \"Icy Hot Extra Strength Medicated Patch, XL Back & Large Areas, 3 Count (Pack of 1) and Icy Hot Original Medicated Pain Relief Patch, Large, 5 Count\", \"asin\": \"B0DP3DFW4J\", \"price\": \"$13.98\"},\n{\"title\": \"Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count\", \"asin\": \"B0BQJP2KBW\", \"price\": \"$17.98\"},\n{\"title\": \"Salonpas Lidocaine 4% Pain Relieving Gel-Patch, 6 Count, for Back, Neck, Shoulder, Knee & Elbow Pain\", \"asin\": \"B01MF68INT\", \"price\": \"$10.34\"},\n{\"title\": \"Biofreeze Pain Relief Patches, Arthritis Pain Reliver, Knee & Lower Back Pain Relief Patch, Sore Muscle Relief, Neck Pain Relief, FSA Eligible, 3 Pack (5 Biofreeze Menthol Patches)\", \"asin\": \"B07Q39FSMR\", \"price\": \"$25.55\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T00:46:14.711Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "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": "pain relief patch"}],
"cart_items": [{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "price": "$1,499.00"},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "price": "$169.00"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B06X91GH75"},
{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief"},
{"price": "$8.66$8.66"},
{"price": "$8.66"},
{"bullet_list": "Includes (5) Icy Hot Max Strength Lidocaine Plus Menthol Pain Relief Patches for Back or Large Area These lidocaine pain patches work to temporarily relieve minor pain Icy Hot Lidocaine Plus Menthol Pain Relieving Patched deliver quick relief you can wear for up to 12 hours These patches used to relieve pain are easy to apply and stay in place Icy Hot is the number-one topical pain relief brand among OTC topical analgesics"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "5 Count(Pack of 2)"},
{"Flavor Name": "Lidocaine"}],
"promotion_items": [{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""},
{"title": "Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)", "asin": "B0DV9YDMXY", "price": "$14.99", "quantity": ""},
{"title": "Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches", "asin": "B01HC02KK8", "price": "$9.58", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98", "quantity": ""},
{"title": "Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)", "asin": "B09NP3D88Z", "price": "$39.99", "quantity": ""},
{"title": "Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream", "asin": "B0026HDURA", "price": "$16.98", "quantity": ""},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98", "quantity": ""},
{"title": "Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches", "asin": "B01HC02KK8", "price": "$9.58", "quantity": ""},
{"title": "Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)", "asin": "B09NP3D88Z", "price": "$39.99", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""},
{"title": "Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)", "asin": "B0DV9YDMXY", "price": "$14.99", "quantity": ""},
{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""}],
"comparison_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "price": "$8.59"},
{"title": "Icy Hot Extra Strength Medicated Patch, XL Back & Large Areas, 3 Count (Pack of 1) and Icy Hot Original Medicated Pain Relief Patch, Large, 5 Count", "asin": "B0DP3DFW4J", "price": "$13.98"},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98"},
{"title": "Salonpas Lidocaine 4% Pain Relieving Gel-Patch, 6 Count, for Back, Neck, Shoulder, Knee & Elbow Pain", "asin": "B01MF68INT", "price": "$10.34"},
{"title": "Biofreeze Pain Relief Patches, Arthritis Pain Reliver, Knee & Lower Back Pain Relief Patch, Sore Muscle Relief, Neck Pain Relief, FSA Eligible, 3 Pack (5 Biofreeze Menthol Patches)", "asin": "B07Q39FSMR", "price": "$25.55"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:46:14.711Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-19T00:46:14.711Z
|
click
|
product_option
|
rule
|
2025-04-19T00:46:14.711Z
|
click
|
product_option
|
train
| 367 |
2025-04-19T00:46:14.711Z
|
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": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "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": "pain relief patch"}],
"cart_items": [{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "price": "$1,499.00"},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "price": "$169.00"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B06X91GH75"},
{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief"},
{"price": "$8.66$8.66"},
{"price": "$8.66"},
{"bullet_list": "Includes (5) Icy Hot Max Strength Lidocaine Plus Menthol Pain Relief Patches for Back or Large Area These lidocaine pain patches work to temporarily relieve minor pain Icy Hot Lidocaine Plus Menthol Pain Relieving Patched deliver quick relief you can wear for up to 12 hours These patches used to relieve pain are easy to apply and stay in place Icy Hot is the number-one topical pain relief brand among OTC topical analgesics"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "5 Count(Pack of 2)"},
{"Flavor Name": "Lidocaine"}],
"promotion_items": [{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""},
{"title": "Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)", "asin": "B0DV9YDMXY", "price": "$14.99", "quantity": ""},
{"title": "Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches", "asin": "B01HC02KK8", "price": "$9.58", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98", "quantity": ""},
{"title": "Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)", "asin": "B09NP3D88Z", "price": "$39.99", "quantity": ""},
{"title": "Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream", "asin": "B0026HDURA", "price": "$16.98", "quantity": ""},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98", "quantity": ""},
{"title": "Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches", "asin": "B01HC02KK8", "price": "$9.58", "quantity": ""},
{"title": "Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)", "asin": "B09NP3D88Z", "price": "$39.99", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""},
{"title": "Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)", "asin": "B0DV9YDMXY", "price": "$14.99", "quantity": ""},
{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""}],
"comparison_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "price": "$8.59"},
{"title": "Icy Hot Extra Strength Medicated Patch, XL Back & Large Areas, 3 Count (Pack of 1) and Icy Hot Original Medicated Pain Relief Patch, Large, 5 Count", "asin": "B0DP3DFW4J", "price": "$13.98"},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98"},
{"title": "Salonpas Lidocaine 4% Pain Relieving Gel-Patch, 6 Count, for Back, Neck, Shoulder, Knee & Elbow Pain", "asin": "B01MF68INT", "price": "$10.34"},
{"title": "Biofreeze Pain Relief Patches, Arthritis Pain Reliver, Knee & Lower Back Pain Relief Patch, Sore Muscle Relief, Neck Pain Relief, FSA Eligible, 3 Pack (5 Biofreeze Menthol Patches)", "asin": "B07Q39FSMR", "price": "$25.55"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:46:14.711Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.371Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.389Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.721Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.739Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:18.279Z\", \"action\": \"purchase\", \"action_argument\": \"B0C36K8SJJ, B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n{\"timestamp\": \"2025-04-19T00:44:05.364Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:46:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T00:46:04.043Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:14.711Z\", \"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\": \"pain relief patch\"}],\n\"cart_items\": [{\"title\": \"Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \\u2014 Silver\", \"asin\": \"B0D3J72NN6\", \"price\": \"$1,499.00\"},\n{\"title\": \"AppleCare+ for iPad Pro 13-inch (M4) - 2 years\", \"asin\": \"B0D42FL9CG\", \"price\": \"$169.00\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"price\": \"$299.97\", \"quantity\": \"1\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"price\": \"$279.99\", \"quantity\": \"1\"},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$35.68\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$104.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CN1KWXK2\"},\n{\"title\": \"Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief (Pack of 2)\"},\n{\"bullet_list\": \"Includes five (5) Icy Hot Max Strength Lidocaine Plus Menthol Pain Relief Patches for back and other large areas These lidocaine pain patches work to temporarily relieve minor pain Fast-acting pain relieving patches deliver quick relief you can wear for up to 8 hours These pain patches are easy to apply and stay in place Icy Hot America's topical pain relief brand* *among OTC topical analgesics Pack of 2\"}],\n\"product_options\": [{\"Size\": \"5 Count(Pack of 2)\"},\n{\"Flavor Name\": \"Lidocaine\"}],\n\"promotion_items\": [{\"title\": \"Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)\", \"asin\": \"B0D14W62FQ\", \"price\": \"$17.82\", \"quantity\": \"\"},\n{\"title\": \"Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2\", \"asin\": \"B084ZMMVQS\", \"price\": \"$24.27\", \"quantity\": \"\"},\n{\"title\": \"Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)\", \"asin\": \"B0DV9YDMXY\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 150 g\", \"asin\": \"B08H4M2SD6\", \"price\": \"$19.59\", \"quantity\": \"\"},\n{\"title\": \"Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches\", \"asin\": \"B01HC02KK8\", \"price\": \"$9.58\", \"quantity\": \"\"},\n{\"title\": \"Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream\", \"asin\": \"B0026HDURA\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g Tube And 20 g Travel Size Tube\", \"asin\": \"B084ZN7TVV\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream\", \"asin\": \"B0026HDURA\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"36Pcs Knee Patches,Wormwood Extract Sticker 8-Hour Heat Patches of Joint for Knee, Back, Neck, Shoulder\", \"asin\": \"B09QSCPRT3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Aspercreme Odor Free Max Strength Lidocaine Pain Relief Liquid with Roll-On No Mess Applicator, 2.5 oz.\", \"asin\": \"B06X6GZZQ2\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.\", \"asin\": \"B0CSZ5VPDH\", \"price\": \"$11.98\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)\", \"asin\": \"B0D14W62FQ\", \"price\": \"$17.82\", \"quantity\": \"\"},\n{\"title\": \"Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2\", \"asin\": \"B084ZMMVQS\", \"price\": \"$24.27\", \"quantity\": \"\"},\n{\"title\": \"Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 150 g\", \"asin\": \"B08H4M2SD6\", \"price\": \"$19.59\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief (Pack of 2)\"},\n{\"title\": \"Icy Hot Medicated Patch, Large, 5 Count (Pack of 6) (30 Patches) (Extra Strength) \\u2013 Packaging may vary\", \"asin\": \"B00OZ9QLIW\", \"price\": \"$49.28\"},\n{\"title\": \"Icy Hot Lidocaine Patch Plus Menthol 5 ea (Pack of 2)\", \"asin\": \"B06X91Q39D\", \"price\": \"$24.39\"},\n{\"title\": \"Icy Hot Extra Strength Medicated Patch, XL Back & Large Areas, 3 Count (Pack of 1) and Icy Hot Original Medicated Pain Relief Patch, Large, 5 Count\", \"asin\": \"B0DP3DFW4J\", \"price\": \"$13.98\"},\n{\"title\": \"Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count\", \"asin\": \"B0BQJP2KBW\", \"price\": \"$17.98\"},\n{\"title\": \"Sumifun 4% Lidocaine Patches Plus 1% Menthol - 15 Counts Maximum Strength OTC Pain Relief Patches for Back Ache Stiff Neck Joint Pain Muscle Soreness Topical Analgesic FSA or HSA Eligible\", \"asin\": \"B0D3TMZXJ1\", \"price\": \"$17.09\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T00:46:35.154Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "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": "pain relief patch"}],
"cart_items": [{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "price": "$1,499.00"},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "price": "$169.00"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B0CN1KWXK2"},
{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief (Pack of 2)"},
{"bullet_list": "Includes five (5) Icy Hot Max Strength Lidocaine Plus Menthol Pain Relief Patches for back and other large areas These lidocaine pain patches work to temporarily relieve minor pain Fast-acting pain relieving patches deliver quick relief you can wear for up to 8 hours These pain patches are easy to apply and stay in place Icy Hot America's topical pain relief brand* *among OTC topical analgesics Pack of 2"}],
"product_options": [{"Size": "5 Count(Pack of 2)"},
{"Flavor Name": "Lidocaine"}],
"promotion_items": [{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""},
{"title": "Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)", "asin": "B0DV9YDMXY", "price": "$14.99", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 150 g", "asin": "B08H4M2SD6", "price": "$19.59", "quantity": ""},
{"title": "Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches", "asin": "B01HC02KK8", "price": "$9.58", "quantity": ""},
{"title": "Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream", "asin": "B0026HDURA", "price": "$16.98", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g Tube And 20 g Travel Size Tube", "asin": "B084ZN7TVV", "price": "$22.99", "quantity": ""},
{"title": "Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream", "asin": "B0026HDURA", "price": "$16.98", "quantity": ""},
{"title": "36Pcs Knee Patches,Wormwood Extract Sticker 8-Hour Heat Patches of Joint for Knee, Back, Neck, Shoulder", "asin": "B09QSCPRT3", "price": "$19.99", "quantity": ""},
{"title": "Aspercreme Odor Free Max Strength Lidocaine Pain Relief Liquid with Roll-On No Mess Applicator, 2.5 oz.", "asin": "B06X6GZZQ2", "price": "$8.98", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 150 g", "asin": "B08H4M2SD6", "price": "$19.59", "quantity": ""}],
"comparison_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief (Pack of 2)"},
{"title": "Icy Hot Medicated Patch, Large, 5 Count (Pack of 6) (30 Patches) (Extra Strength) \u2013 Packaging may vary", "asin": "B00OZ9QLIW", "price": "$49.28"},
{"title": "Icy Hot Lidocaine Patch Plus Menthol 5 ea (Pack of 2)", "asin": "B06X91Q39D", "price": "$24.39"},
{"title": "Icy Hot Extra Strength Medicated Patch, XL Back & Large Areas, 3 Count (Pack of 1) and Icy Hot Original Medicated Pain Relief Patch, Large, 5 Count", "asin": "B0DP3DFW4J", "price": "$13.98"},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98"},
{"title": "Sumifun 4% Lidocaine Patches Plus 1% Menthol - 15 Counts Maximum Strength OTC Pain Relief Patches for Back Ache Stiff Neck Joint Pain Muscle Soreness Topical Analgesic FSA or HSA Eligible", "asin": "B0D3TMZXJ1", "price": "$17.09"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:46:35.154Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-19T00:46:35.154Z
|
click
|
product_option
|
rule
|
2025-04-19T00:46:35.154Z
|
click
|
product_option
|
train
| 368 |
2025-04-19T00:46:35.154Z
|
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": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "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": "pain relief patch"}],
"cart_items": [{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "price": "$1,499.00"},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "price": "$169.00"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B0CN1KWXK2"},
{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief (Pack of 2)"},
{"bullet_list": "Includes five (5) Icy Hot Max Strength Lidocaine Plus Menthol Pain Relief Patches for back and other large areas These lidocaine pain patches work to temporarily relieve minor pain Fast-acting pain relieving patches deliver quick relief you can wear for up to 8 hours These pain patches are easy to apply and stay in place Icy Hot America's topical pain relief brand* *among OTC topical analgesics Pack of 2"}],
"product_options": [{"Size": "5 Count(Pack of 2)"},
{"Flavor Name": "Lidocaine"}],
"promotion_items": [{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""},
{"title": "Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)", "asin": "B0DV9YDMXY", "price": "$14.99", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 150 g", "asin": "B08H4M2SD6", "price": "$19.59", "quantity": ""},
{"title": "Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches", "asin": "B01HC02KK8", "price": "$9.58", "quantity": ""},
{"title": "Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream", "asin": "B0026HDURA", "price": "$16.98", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g Tube And 20 g Travel Size Tube", "asin": "B084ZN7TVV", "price": "$22.99", "quantity": ""},
{"title": "Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream", "asin": "B0026HDURA", "price": "$16.98", "quantity": ""},
{"title": "36Pcs Knee Patches,Wormwood Extract Sticker 8-Hour Heat Patches of Joint for Knee, Back, Neck, Shoulder", "asin": "B09QSCPRT3", "price": "$19.99", "quantity": ""},
{"title": "Aspercreme Odor Free Max Strength Lidocaine Pain Relief Liquid with Roll-On No Mess Applicator, 2.5 oz.", "asin": "B06X6GZZQ2", "price": "$8.98", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 150 g", "asin": "B08H4M2SD6", "price": "$19.59", "quantity": ""}],
"comparison_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief (Pack of 2)"},
{"title": "Icy Hot Medicated Patch, Large, 5 Count (Pack of 6) (30 Patches) (Extra Strength) \u2013 Packaging may vary", "asin": "B00OZ9QLIW", "price": "$49.28"},
{"title": "Icy Hot Lidocaine Patch Plus Menthol 5 ea (Pack of 2)", "asin": "B06X91Q39D", "price": "$24.39"},
{"title": "Icy Hot Extra Strength Medicated Patch, XL Back & Large Areas, 3 Count (Pack of 1) and Icy Hot Original Medicated Pain Relief Patch, Large, 5 Count", "asin": "B0DP3DFW4J", "price": "$13.98"},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98"},
{"title": "Sumifun 4% Lidocaine Patches Plus 1% Menthol - 15 Counts Maximum Strength OTC Pain Relief Patches for Back Ache Stiff Neck Joint Pain Muscle Soreness Topical Analgesic FSA or HSA Eligible", "asin": "B0D3TMZXJ1", "price": "$17.09"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:46:35.154Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.371Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.389Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.721Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.739Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:18.279Z\", \"action\": \"purchase\", \"action_argument\": \"B0C36K8SJJ, B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n{\"timestamp\": \"2025-04-19T00:44:05.364Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:46:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T00:46:04.043Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:14.711Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:35.154Z\", \"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\": \"pain relief patch\"}],\n\"cart_items\": [{\"title\": \"Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \\u2014 Silver\", \"asin\": \"B0D3J72NN6\", \"price\": \"$1,499.00\"},\n{\"title\": \"AppleCare+ for iPad Pro 13-inch (M4) - 2 years\", \"asin\": \"B0D42FL9CG\", \"price\": \"$169.00\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"price\": \"$299.97\", \"quantity\": \"1\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"price\": \"$279.99\", \"quantity\": \"1\"},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$35.68\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$104.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B06X91GH75\"},\n{\"title\": \"Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief\"},\n{\"price\": \"$8.66$8.66\"},\n{\"bullet_list\": \"Includes (5) Icy Hot Max Strength Lidocaine Plus Menthol Pain Relief Patches for Back or Large Area These lidocaine pain patches work to temporarily relieve minor pain Icy Hot Lidocaine Plus Menthol Pain Relieving Patched deliver quick relief you can wear for up to 12 hours These patches used to relieve pain are easy to apply and stay in place Icy Hot is the number-one topical pain relief brand among OTC topical analgesics\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"5 Count (Pack of 1)\"},\n{\"Flavor Name\": \"Lidocaine\"}],\n\"promotion_items\": [{\"title\": \"Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches\", \"asin\": \"B07PCMV7B6\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)\", \"asin\": \"B0D14W62FQ\", \"price\": \"$17.82\", \"quantity\": \"\"},\n{\"title\": \"Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches\", \"asin\": \"B01HC02KK8\", \"price\": \"$9.58\", \"quantity\": \"\"},\n{\"title\": \"Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)\", \"asin\": \"B0DV9YDMXY\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.\", \"asin\": \"B0CSZ5VPDH\", \"price\": \"$11.98\", \"quantity\": \"\"},\n{\"title\": \"Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2\", \"asin\": \"B084ZMMVQS\", \"price\": \"$24.27\", \"quantity\": \"\"},\n{\"title\": \"Pain Relief Patches 4% lidocaine Patches Maximum Strength , ICY hot Patch Maximum S...\", \"asin\": \"B0DS8V5X3G\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count\", \"asin\": \"B0BQJP2KBW\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream\", \"asin\": \"B0026HDURA\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Biofreeze Day & Overnight Pain Relief Patches, Menthol Pain Patches for Arthritis & Muscle Pain Relief, Comfortable & Flexible Fabric Stays in Place, FSA/HSA Eligible, 9 Patches (6 Day, 3 Night)\", \"asin\": \"B0CBNGV169\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)\", \"asin\": \"B09NP3D88Z\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches\", \"asin\": \"B07PCMV7B6\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)\", \"asin\": \"B0D14W62FQ\", \"price\": \"$17.82\", \"quantity\": \"\"},\n{\"title\": \"Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2\", \"asin\": \"B084ZMMVQS\", \"price\": \"$24.27\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief\", \"asin\": \"B06X91GH75\", \"price\": \"$8.59\"},\n{\"title\": \"Icy Hot Extra Strength Medicated Patch, XL Back & Large Areas, 3 Count (Pack of 1) and Icy Hot Original Medicated Pain Relief Patch, Large, 5 Count\", \"asin\": \"B0DP3DFW4J\", \"price\": \"$13.98\"},\n{\"title\": \"Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count\", \"asin\": \"B0BQJP2KBW\", \"price\": \"$17.98\"},\n{\"title\": \"Salonpas Lidocaine 4% Pain Relieving Gel-Patch, 6 Count, for Back, Neck, Shoulder, Knee & Elbow Pain\", \"asin\": \"B01MF68INT\", \"price\": \"$10.34\"},\n{\"title\": \"Biofreeze Pain Relief Patches, Arthritis Pain Reliver, Knee & Lower Back Pain Relief Patch, Sore Muscle Relief, Neck Pain Relief, FSA Eligible, 3 Pack (5 Biofreeze Menthol Patches)\", \"asin\": \"B07Q39FSMR\", \"price\": \"$25.55\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T00:46:50.315Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "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": "pain relief patch"}],
"cart_items": [{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "price": "$1,499.00"},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "price": "$169.00"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B06X91GH75"},
{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief"},
{"price": "$8.66$8.66"},
{"bullet_list": "Includes (5) Icy Hot Max Strength Lidocaine Plus Menthol Pain Relief Patches for Back or Large Area These lidocaine pain patches work to temporarily relieve minor pain Icy Hot Lidocaine Plus Menthol Pain Relieving Patched deliver quick relief you can wear for up to 12 hours These patches used to relieve pain are easy to apply and stay in place Icy Hot is the number-one topical pain relief brand among OTC topical analgesics"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "5 Count (Pack of 1)"},
{"Flavor Name": "Lidocaine"}],
"promotion_items": [{"title": "Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches", "asin": "B07PCMV7B6", "price": "$8.98", "quantity": ""},
{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""},
{"title": "Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches", "asin": "B01HC02KK8", "price": "$9.58", "quantity": ""},
{"title": "Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)", "asin": "B0DV9YDMXY", "price": "$14.99", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""},
{"title": "Pain Relief Patches 4% lidocaine Patches Maximum Strength , ICY hot Patch Maximum S...", "asin": "B0DS8V5X3G", "price": "$24.99", "quantity": ""},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98", "quantity": ""},
{"title": "Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream", "asin": "B0026HDURA", "price": "$16.98", "quantity": ""},
{"title": "Biofreeze Day & Overnight Pain Relief Patches, Menthol Pain Patches for Arthritis & Muscle Pain Relief, Comfortable & Flexible Fabric Stays in Place, FSA/HSA Eligible, 9 Patches (6 Day, 3 Night)", "asin": "B0CBNGV169", "price": "$14.99", "quantity": ""},
{"title": "Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)", "asin": "B09NP3D88Z", "price": "$39.99", "quantity": ""},
{"title": "Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches", "asin": "B07PCMV7B6", "price": "$8.98", "quantity": ""},
{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""}],
"comparison_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "price": "$8.59"},
{"title": "Icy Hot Extra Strength Medicated Patch, XL Back & Large Areas, 3 Count (Pack of 1) and Icy Hot Original Medicated Pain Relief Patch, Large, 5 Count", "asin": "B0DP3DFW4J", "price": "$13.98"},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98"},
{"title": "Salonpas Lidocaine 4% Pain Relieving Gel-Patch, 6 Count, for Back, Neck, Shoulder, Knee & Elbow Pain", "asin": "B01MF68INT", "price": "$10.34"},
{"title": "Biofreeze Pain Relief Patches, Arthritis Pain Reliver, Knee & Lower Back Pain Relief Patch, Sore Muscle Relief, Neck Pain Relief, FSA Eligible, 3 Pack (5 Biofreeze Menthol Patches)", "asin": "B07Q39FSMR", "price": "$25.55"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:46:50.315Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-19T00:46:50.315Z
|
click
|
other
|
rule
|
2025-04-19T00:46:50.315Z
|
click
|
other
|
train
| 369 |
2025-04-19T00:46:50.315Z
|
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": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "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": "pain relief patch"}],
"cart_items": [{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "price": "$1,499.00"},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "price": "$169.00"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B06X91GH75"},
{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief"},
{"price": "$8.66$8.66"},
{"bullet_list": "Includes (5) Icy Hot Max Strength Lidocaine Plus Menthol Pain Relief Patches for Back or Large Area These lidocaine pain patches work to temporarily relieve minor pain Icy Hot Lidocaine Plus Menthol Pain Relieving Patched deliver quick relief you can wear for up to 12 hours These patches used to relieve pain are easy to apply and stay in place Icy Hot is the number-one topical pain relief brand among OTC topical analgesics"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "5 Count (Pack of 1)"},
{"Flavor Name": "Lidocaine"}],
"promotion_items": [{"title": "Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches", "asin": "B07PCMV7B6", "price": "$8.98", "quantity": ""},
{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""},
{"title": "Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches", "asin": "B01HC02KK8", "price": "$9.58", "quantity": ""},
{"title": "Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)", "asin": "B0DV9YDMXY", "price": "$14.99", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""},
{"title": "Pain Relief Patches 4% lidocaine Patches Maximum Strength , ICY hot Patch Maximum S...", "asin": "B0DS8V5X3G", "price": "$24.99", "quantity": ""},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98", "quantity": ""},
{"title": "Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream", "asin": "B0026HDURA", "price": "$16.98", "quantity": ""},
{"title": "Biofreeze Day & Overnight Pain Relief Patches, Menthol Pain Patches for Arthritis & Muscle Pain Relief, Comfortable & Flexible Fabric Stays in Place, FSA/HSA Eligible, 9 Patches (6 Day, 3 Night)", "asin": "B0CBNGV169", "price": "$14.99", "quantity": ""},
{"title": "Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)", "asin": "B09NP3D88Z", "price": "$39.99", "quantity": ""},
{"title": "Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches", "asin": "B07PCMV7B6", "price": "$8.98", "quantity": ""},
{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""}],
"comparison_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "price": "$8.59"},
{"title": "Icy Hot Extra Strength Medicated Patch, XL Back & Large Areas, 3 Count (Pack of 1) and Icy Hot Original Medicated Pain Relief Patch, Large, 5 Count", "asin": "B0DP3DFW4J", "price": "$13.98"},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98"},
{"title": "Salonpas Lidocaine 4% Pain Relieving Gel-Patch, 6 Count, for Back, Neck, Shoulder, Knee & Elbow Pain", "asin": "B01MF68INT", "price": "$10.34"},
{"title": "Biofreeze Pain Relief Patches, Arthritis Pain Reliver, Knee & Lower Back Pain Relief Patch, Sore Muscle Relief, Neck Pain Relief, FSA Eligible, 3 Pack (5 Biofreeze Menthol Patches)", "asin": "B07Q39FSMR", "price": "$25.55"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:46:50.315Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.371Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.389Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.721Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.739Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:18.279Z\", \"action\": \"purchase\", \"action_argument\": \"B0C36K8SJJ, B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n{\"timestamp\": \"2025-04-19T00:44:05.364Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:46:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T00:46:04.043Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:14.711Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:35.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:50.315Z\", \"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\": \"pain relief patch\"}],\n\"cart_items\": [{\"title\": \"Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \\u2014 Silver\", \"asin\": \"B0D3J72NN6\", \"price\": \"$1,499.00\"},\n{\"title\": \"AppleCare+ for iPad Pro 13-inch (M4) - 2 years\", \"asin\": \"B0D42FL9CG\", \"price\": \"$169.00\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"price\": \"$299.97\", \"quantity\": \"1\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"price\": \"$279.99\", \"quantity\": \"1\"},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$35.68\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$104.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B06X91GH75\"},\n{\"title\": \"Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief\"},\n{\"price\": \"$8.66$8.66\"},\n{\"price\": \"$8.66\"},\n{\"bullet_list\": \"Includes (5) Icy Hot Max Strength Lidocaine Plus Menthol Pain Relief Patches for Back or Large Area These lidocaine pain patches work to temporarily relieve minor pain Icy Hot Lidocaine Plus Menthol Pain Relieving Patched deliver quick relief you can wear for up to 12 hours These patches used to relieve pain are easy to apply and stay in place Icy Hot is the number-one topical pain relief brand among OTC topical analgesics\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"5 Count (Pack of 1)\"},\n{\"Flavor Name\": \"Lidocaine\"}],\n\"promotion_items\": [{\"title\": \"Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches\", \"asin\": \"B07PCMV7B6\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)\", \"asin\": \"B0D14W62FQ\", \"price\": \"$17.82\", \"quantity\": \"\"},\n{\"title\": \"Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches\", \"asin\": \"B01HC02KK8\", \"price\": \"$9.58\", \"quantity\": \"\"},\n{\"title\": \"Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)\", \"asin\": \"B0DV9YDMXY\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.\", \"asin\": \"B0CSZ5VPDH\", \"price\": \"$11.98\", \"quantity\": \"\"},\n{\"title\": \"Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2\", \"asin\": \"B084ZMMVQS\", \"price\": \"$24.27\", \"quantity\": \"\"},\n{\"title\": \"Pain Relief Patches 4% lidocaine Patches Maximum Strength , ICY hot Patch Maximum S...\", \"asin\": \"B0DS8V5X3G\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count\", \"asin\": \"B0BQJP2KBW\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream\", \"asin\": \"B0026HDURA\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Biofreeze Day & Overnight Pain Relief Patches, Menthol Pain Patches for Arthritis & Muscle Pain Relief, Comfortable & Flexible Fabric Stays in Place, FSA/HSA Eligible, 9 Patches (6 Day, 3 Night)\", \"asin\": \"B0CBNGV169\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)\", \"asin\": \"B09NP3D88Z\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches\", \"asin\": \"B07PCMV7B6\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)\", \"asin\": \"B0D14W62FQ\", \"price\": \"$17.82\", \"quantity\": \"\"},\n{\"title\": \"Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2\", \"asin\": \"B084ZMMVQS\", \"price\": \"$24.27\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief\", \"asin\": \"B06X91GH75\", \"price\": \"$8.59\"},\n{\"title\": \"Icy Hot Extra Strength Medicated Patch, XL Back & Large Areas, 3 Count (Pack of 1) and Icy Hot Original Medicated Pain Relief Patch, Large, 5 Count\", \"asin\": \"B0DP3DFW4J\", \"price\": \"$13.98\"},\n{\"title\": \"Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count\", \"asin\": \"B0BQJP2KBW\", \"price\": \"$17.98\"},\n{\"title\": \"Salonpas Lidocaine 4% Pain Relieving Gel-Patch, 6 Count, for Back, Neck, Shoulder, Knee & Elbow Pain\", \"asin\": \"B01MF68INT\", \"price\": \"$10.34\"},\n{\"title\": \"Biofreeze Pain Relief Patches, Arthritis Pain Reliver, Knee & Lower Back Pain Relief Patch, Sore Muscle Relief, Neck Pain Relief, FSA Eligible, 3 Pack (5 Biofreeze Menthol Patches)\", \"asin\": \"B07Q39FSMR\", \"price\": \"$25.55\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T00:46:50.571Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "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": "pain relief patch"}],
"cart_items": [{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "price": "$1,499.00"},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "price": "$169.00"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B06X91GH75"},
{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief"},
{"price": "$8.66$8.66"},
{"price": "$8.66"},
{"bullet_list": "Includes (5) Icy Hot Max Strength Lidocaine Plus Menthol Pain Relief Patches for Back or Large Area These lidocaine pain patches work to temporarily relieve minor pain Icy Hot Lidocaine Plus Menthol Pain Relieving Patched deliver quick relief you can wear for up to 12 hours These patches used to relieve pain are easy to apply and stay in place Icy Hot is the number-one topical pain relief brand among OTC topical analgesics"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "5 Count (Pack of 1)"},
{"Flavor Name": "Lidocaine"}],
"promotion_items": [{"title": "Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches", "asin": "B07PCMV7B6", "price": "$8.98", "quantity": ""},
{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""},
{"title": "Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches", "asin": "B01HC02KK8", "price": "$9.58", "quantity": ""},
{"title": "Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)", "asin": "B0DV9YDMXY", "price": "$14.99", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""},
{"title": "Pain Relief Patches 4% lidocaine Patches Maximum Strength , ICY hot Patch Maximum S...", "asin": "B0DS8V5X3G", "price": "$24.99", "quantity": ""},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98", "quantity": ""},
{"title": "Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream", "asin": "B0026HDURA", "price": "$16.98", "quantity": ""},
{"title": "Biofreeze Day & Overnight Pain Relief Patches, Menthol Pain Patches for Arthritis & Muscle Pain Relief, Comfortable & Flexible Fabric Stays in Place, FSA/HSA Eligible, 9 Patches (6 Day, 3 Night)", "asin": "B0CBNGV169", "price": "$14.99", "quantity": ""},
{"title": "Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)", "asin": "B09NP3D88Z", "price": "$39.99", "quantity": ""},
{"title": "Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches", "asin": "B07PCMV7B6", "price": "$8.98", "quantity": ""},
{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""}],
"comparison_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "price": "$8.59"},
{"title": "Icy Hot Extra Strength Medicated Patch, XL Back & Large Areas, 3 Count (Pack of 1) and Icy Hot Original Medicated Pain Relief Patch, Large, 5 Count", "asin": "B0DP3DFW4J", "price": "$13.98"},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98"},
{"title": "Salonpas Lidocaine 4% Pain Relieving Gel-Patch, 6 Count, for Back, Neck, Shoulder, Knee & Elbow Pain", "asin": "B01MF68INT", "price": "$10.34"},
{"title": "Biofreeze Pain Relief Patches, Arthritis Pain Reliver, Knee & Lower Back Pain Relief Patch, Sore Muscle Relief, Neck Pain Relief, FSA Eligible, 3 Pack (5 Biofreeze Menthol Patches)", "asin": "B07Q39FSMR", "price": "$25.55"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:46:50.571Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-19T00:46:50.571Z
|
click
|
other
|
rule
|
2025-04-19T00:46:50.571Z
|
click
|
other
|
train
| 370 |
2025-04-19T00:46:50.571Z
|
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": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "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": "pain relief patch"}],
"cart_items": [{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "price": "$1,499.00"},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "price": "$169.00"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B06X91GH75"},
{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief"},
{"price": "$8.66$8.66"},
{"price": "$8.66"},
{"bullet_list": "Includes (5) Icy Hot Max Strength Lidocaine Plus Menthol Pain Relief Patches for Back or Large Area These lidocaine pain patches work to temporarily relieve minor pain Icy Hot Lidocaine Plus Menthol Pain Relieving Patched deliver quick relief you can wear for up to 12 hours These patches used to relieve pain are easy to apply and stay in place Icy Hot is the number-one topical pain relief brand among OTC topical analgesics"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "5 Count (Pack of 1)"},
{"Flavor Name": "Lidocaine"}],
"promotion_items": [{"title": "Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches", "asin": "B07PCMV7B6", "price": "$8.98", "quantity": ""},
{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""},
{"title": "Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches", "asin": "B01HC02KK8", "price": "$9.58", "quantity": ""},
{"title": "Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)", "asin": "B0DV9YDMXY", "price": "$14.99", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""},
{"title": "Pain Relief Patches 4% lidocaine Patches Maximum Strength , ICY hot Patch Maximum S...", "asin": "B0DS8V5X3G", "price": "$24.99", "quantity": ""},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98", "quantity": ""},
{"title": "Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream", "asin": "B0026HDURA", "price": "$16.98", "quantity": ""},
{"title": "Biofreeze Day & Overnight Pain Relief Patches, Menthol Pain Patches for Arthritis & Muscle Pain Relief, Comfortable & Flexible Fabric Stays in Place, FSA/HSA Eligible, 9 Patches (6 Day, 3 Night)", "asin": "B0CBNGV169", "price": "$14.99", "quantity": ""},
{"title": "Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)", "asin": "B09NP3D88Z", "price": "$39.99", "quantity": ""},
{"title": "Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches", "asin": "B07PCMV7B6", "price": "$8.98", "quantity": ""},
{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""}],
"comparison_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "price": "$8.59"},
{"title": "Icy Hot Extra Strength Medicated Patch, XL Back & Large Areas, 3 Count (Pack of 1) and Icy Hot Original Medicated Pain Relief Patch, Large, 5 Count", "asin": "B0DP3DFW4J", "price": "$13.98"},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98"},
{"title": "Salonpas Lidocaine 4% Pain Relieving Gel-Patch, 6 Count, for Back, Neck, Shoulder, Knee & Elbow Pain", "asin": "B01MF68INT", "price": "$10.34"},
{"title": "Biofreeze Pain Relief Patches, Arthritis Pain Reliver, Knee & Lower Back Pain Relief Patch, Sore Muscle Relief, Neck Pain Relief, FSA Eligible, 3 Pack (5 Biofreeze Menthol Patches)", "asin": "B07Q39FSMR", "price": "$25.55"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:46:50.571Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.371Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.389Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.721Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.739Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:18.279Z\", \"action\": \"purchase\", \"action_argument\": \"B0C36K8SJJ, B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n{\"timestamp\": \"2025-04-19T00:44:05.364Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:46:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T00:46:04.043Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:14.711Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:35.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:50.315Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:50.571Z\", \"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\": \"pain relief patch\"}],\n\"cart_items\": [{\"title\": \"Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \\u2014 Silver\", \"asin\": \"B0D3J72NN6\", \"price\": \"$1,499.00\"},\n{\"title\": \"AppleCare+ for iPad Pro 13-inch (M4) - 2 years\", \"asin\": \"B0D42FL9CG\", \"price\": \"$169.00\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"price\": \"$299.97\", \"quantity\": \"1\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"price\": \"$279.99\", \"quantity\": \"1\"},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$35.68\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$104.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B06X91GH75\"},\n{\"title\": \"Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief\"},\n{\"price\": \"$8.66$8.66\"},\n{\"price\": \"$8.66\"},\n{\"bullet_list\": \"Includes (5) Icy Hot Max Strength Lidocaine Plus Menthol Pain Relief Patches for Back or Large Area These lidocaine pain patches work to temporarily relieve minor pain Icy Hot Lidocaine Plus Menthol Pain Relieving Patched deliver quick relief you can wear for up to 12 hours These patches used to relieve pain are easy to apply and stay in place Icy Hot is the number-one topical pain relief brand among OTC topical analgesics\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"5 Count (Pack of 1)\"},\n{\"Flavor Name\": \"Lidocaine\"}],\n\"promotion_items\": [{\"title\": \"Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches\", \"asin\": \"B07PCMV7B6\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)\", \"asin\": \"B0D14W62FQ\", \"price\": \"$17.82\", \"quantity\": \"\"},\n{\"title\": \"Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches\", \"asin\": \"B01HC02KK8\", \"price\": \"$9.58\", \"quantity\": \"\"},\n{\"title\": \"Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)\", \"asin\": \"B0DV9YDMXY\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.\", \"asin\": \"B0CSZ5VPDH\", \"price\": \"$11.98\", \"quantity\": \"\"},\n{\"title\": \"Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2\", \"asin\": \"B084ZMMVQS\", \"price\": \"$24.27\", \"quantity\": \"\"},\n{\"title\": \"Pain Relief Patches 4% lidocaine Patches Maximum Strength , ICY hot Patch Maximum S...\", \"asin\": \"B0DS8V5X3G\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count\", \"asin\": \"B0BQJP2KBW\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream\", \"asin\": \"B0026HDURA\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Biofreeze Day & Overnight Pain Relief Patches, Menthol Pain Patches for Arthritis & Muscle Pain Relief, Comfortable & Flexible Fabric Stays in Place, FSA/HSA Eligible, 9 Patches (6 Day, 3 Night)\", \"asin\": \"B0CBNGV169\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)\", \"asin\": \"B09NP3D88Z\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches\", \"asin\": \"B07PCMV7B6\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)\", \"asin\": \"B0D14W62FQ\", \"price\": \"$17.82\", \"quantity\": \"\"},\n{\"title\": \"Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2\", \"asin\": \"B084ZMMVQS\", \"price\": \"$24.27\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief\", \"asin\": \"B06X91GH75\", \"price\": \"$8.59\"},\n{\"title\": \"Icy Hot Extra Strength Medicated Patch, XL Back & Large Areas, 3 Count (Pack of 1) and Icy Hot Original Medicated Pain Relief Patch, Large, 5 Count\", \"asin\": \"B0DP3DFW4J\", \"price\": \"$13.98\"},\n{\"title\": \"Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count\", \"asin\": \"B0BQJP2KBW\", \"price\": \"$17.98\"},\n{\"title\": \"Salonpas Lidocaine 4% Pain Relieving Gel-Patch, 6 Count, for Back, Neck, Shoulder, Knee & Elbow Pain\", \"asin\": \"B01MF68INT\", \"price\": \"$10.34\"},\n{\"title\": \"Biofreeze Pain Relief Patches, Arthritis Pain Reliver, Knee & Lower Back Pain Relief Patch, Sore Muscle Relief, Neck Pain Relief, FSA Eligible, 3 Pack (5 Biofreeze Menthol Patches)\", \"asin\": \"B07Q39FSMR\", \"price\": \"$25.55\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T00:46:52.518Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "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": "pain relief patch"}],
"cart_items": [{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "price": "$1,499.00"},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "price": "$169.00"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B06X91GH75"},
{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief"},
{"price": "$8.66$8.66"},
{"price": "$8.66"},
{"bullet_list": "Includes (5) Icy Hot Max Strength Lidocaine Plus Menthol Pain Relief Patches for Back or Large Area These lidocaine pain patches work to temporarily relieve minor pain Icy Hot Lidocaine Plus Menthol Pain Relieving Patched deliver quick relief you can wear for up to 12 hours These patches used to relieve pain are easy to apply and stay in place Icy Hot is the number-one topical pain relief brand among OTC topical analgesics"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "5 Count (Pack of 1)"},
{"Flavor Name": "Lidocaine"}],
"promotion_items": [{"title": "Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches", "asin": "B07PCMV7B6", "price": "$8.98", "quantity": ""},
{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""},
{"title": "Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches", "asin": "B01HC02KK8", "price": "$9.58", "quantity": ""},
{"title": "Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)", "asin": "B0DV9YDMXY", "price": "$14.99", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""},
{"title": "Pain Relief Patches 4% lidocaine Patches Maximum Strength , ICY hot Patch Maximum S...", "asin": "B0DS8V5X3G", "price": "$24.99", "quantity": ""},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98", "quantity": ""},
{"title": "Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream", "asin": "B0026HDURA", "price": "$16.98", "quantity": ""},
{"title": "Biofreeze Day & Overnight Pain Relief Patches, Menthol Pain Patches for Arthritis & Muscle Pain Relief, Comfortable & Flexible Fabric Stays in Place, FSA/HSA Eligible, 9 Patches (6 Day, 3 Night)", "asin": "B0CBNGV169", "price": "$14.99", "quantity": ""},
{"title": "Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)", "asin": "B09NP3D88Z", "price": "$39.99", "quantity": ""},
{"title": "Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches", "asin": "B07PCMV7B6", "price": "$8.98", "quantity": ""},
{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""}],
"comparison_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "price": "$8.59"},
{"title": "Icy Hot Extra Strength Medicated Patch, XL Back & Large Areas, 3 Count (Pack of 1) and Icy Hot Original Medicated Pain Relief Patch, Large, 5 Count", "asin": "B0DP3DFW4J", "price": "$13.98"},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98"},
{"title": "Salonpas Lidocaine 4% Pain Relieving Gel-Patch, 6 Count, for Back, Neck, Shoulder, Knee & Elbow Pain", "asin": "B01MF68INT", "price": "$10.34"},
{"title": "Biofreeze Pain Relief Patches, Arthritis Pain Reliver, Knee & Lower Back Pain Relief Patch, Sore Muscle Relief, Neck Pain Relief, FSA Eligible, 3 Pack (5 Biofreeze Menthol Patches)", "asin": "B07Q39FSMR", "price": "$25.55"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:46:52.518Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-19T00:46:52.518Z
|
click
|
quantity
|
rule
|
2025-04-19T00:46:52.518Z
|
click
|
quantity
|
train
| 371 |
2025-04-19T00:46:52.518Z
|
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": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "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": "pain relief patch"}],
"cart_items": [{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "price": "$1,499.00"},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "price": "$169.00"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B06X91GH75"},
{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief"},
{"price": "$8.66$8.66"},
{"price": "$8.66"},
{"bullet_list": "Includes (5) Icy Hot Max Strength Lidocaine Plus Menthol Pain Relief Patches for Back or Large Area These lidocaine pain patches work to temporarily relieve minor pain Icy Hot Lidocaine Plus Menthol Pain Relieving Patched deliver quick relief you can wear for up to 12 hours These patches used to relieve pain are easy to apply and stay in place Icy Hot is the number-one topical pain relief brand among OTC topical analgesics"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "5 Count (Pack of 1)"},
{"Flavor Name": "Lidocaine"}],
"promotion_items": [{"title": "Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches", "asin": "B07PCMV7B6", "price": "$8.98", "quantity": ""},
{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""},
{"title": "Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches", "asin": "B01HC02KK8", "price": "$9.58", "quantity": ""},
{"title": "Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)", "asin": "B0DV9YDMXY", "price": "$14.99", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""},
{"title": "Pain Relief Patches 4% lidocaine Patches Maximum Strength , ICY hot Patch Maximum S...", "asin": "B0DS8V5X3G", "price": "$24.99", "quantity": ""},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98", "quantity": ""},
{"title": "Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream", "asin": "B0026HDURA", "price": "$16.98", "quantity": ""},
{"title": "Biofreeze Day & Overnight Pain Relief Patches, Menthol Pain Patches for Arthritis & Muscle Pain Relief, Comfortable & Flexible Fabric Stays in Place, FSA/HSA Eligible, 9 Patches (6 Day, 3 Night)", "asin": "B0CBNGV169", "price": "$14.99", "quantity": ""},
{"title": "Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)", "asin": "B09NP3D88Z", "price": "$39.99", "quantity": ""},
{"title": "Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches", "asin": "B07PCMV7B6", "price": "$8.98", "quantity": ""},
{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""}],
"comparison_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "price": "$8.59"},
{"title": "Icy Hot Extra Strength Medicated Patch, XL Back & Large Areas, 3 Count (Pack of 1) and Icy Hot Original Medicated Pain Relief Patch, Large, 5 Count", "asin": "B0DP3DFW4J", "price": "$13.98"},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98"},
{"title": "Salonpas Lidocaine 4% Pain Relieving Gel-Patch, 6 Count, for Back, Neck, Shoulder, Knee & Elbow Pain", "asin": "B01MF68INT", "price": "$10.34"},
{"title": "Biofreeze Pain Relief Patches, Arthritis Pain Reliver, Knee & Lower Back Pain Relief Patch, Sore Muscle Relief, Neck Pain Relief, FSA Eligible, 3 Pack (5 Biofreeze Menthol Patches)", "asin": "B07Q39FSMR", "price": "$25.55"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:46:52.518Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T05:31:02.490Z\", \"action\": \"input\", \"action_argument\": \"man\"}\n{\"timestamp\": \"2025-04-13T05:31:06.087Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:31:08.650Z\", \"action\": \"input\", \"action_argument\": \"manta sleep mask\"}\n{\"timestamp\": \"2025-04-13T05:31:31.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:31.632Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:31:36.997Z\", \"action\": \"purchase\", \"action_argument\": \"B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.371Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.389Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.721Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.739Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:18.279Z\", \"action\": \"purchase\", \"action_argument\": \"B0C36K8SJJ, B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n{\"timestamp\": \"2025-04-19T00:44:05.364Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:46:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T00:46:04.043Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:14.711Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:35.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:50.315Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:50.571Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:52.518Z\", \"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\": \"pain relief patch\"}],\n\"cart_items\": [{\"title\": \"Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \\u2014 Silver\", \"asin\": \"B0D3J72NN6\", \"price\": \"$1,499.00\"},\n{\"title\": \"AppleCare+ for iPad Pro 13-inch (M4) - 2 years\", \"asin\": \"B0D42FL9CG\", \"price\": \"$169.00\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"price\": \"$299.97\", \"quantity\": \"1\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"price\": \"$279.99\", \"quantity\": \"1\"},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$35.68\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$104.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B00HA84YXE\"},\n{\"title\": \"Tiger Balm Pain Relieving Patch Large 4 Each 4 Count (Pack of 3)\"},\n{\"price\": \"$20.80\"},\n{\"bullet_list\": \"Soft, flexible, pain-relieving patch 4 Patches option (8 x 4 in each) Easy to apply, painless to remove Provides strong, penetrating relief Pain relief for aches and pains of the back\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"4 Count (Pack of 3)\"}],\n\"promotion_items\": [{\"title\": \"Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief\", \"asin\": \"B06X91GH75\", \"price\": \"$8.59\", \"quantity\": \"\"},\n{\"title\": \"Sumifun 4% Lidocaine Pain Relief Patches,26 Count-Chinese Red Tiger Lidocaine Patches Maximum Strength Gel Patch for Muscule Sore Simple Backaches Joint Pain Topical Analgesic Odor Free\", \"asin\": \"B0DLNY15LS\", \"price\": \"$30.99\", \"quantity\": \"\"},\n{\"title\": \"Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream\", \"asin\": \"B0026HDURA\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"36Pcs Knee Patches,Wormwood Extract Sticker 8-Hour Heat Patches of Joint for Knee, ...\", \"asin\": \"B09QSCPRT3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Original Herbal Knee Patch - Wellknee Plaster for Knee Support & Muscle Pain - Maxi...\", \"asin\": \"B0D5M6RH5W\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches\", \"asin\": \"B07PCMV7B6\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"Sumifun Maximum Strength Patches - 128 Counts Chinese Red Tiger Plaster Natural Herbal Patches for Muscle Joint Back Shoulder Knee Hot Patch\", \"asin\": \"B0C7GV2MX6\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Original Herbal Knee Patch - Wellknee Plaster for Knee Support & Muscle Pain - Maxi...\", \"asin\": \"B0D5M6RH5W\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches\", \"asin\": \"B07PCMV7B6\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"Knee Relief Patch,48 Count\\u2014\\u2014Herbal Knee Patches for Bone on Bone,Adhensive Heat Pat...\", \"asin\": \"B0DSBTNF9V\", \"price\": \"$30.99\", \"quantity\": \"\"},\n{\"title\": \"32pcs Tiger Relieving Pathes Ultra Strength,Chinese Red Tiger Back Heat Patches Ult...\", \"asin\": \"B0CX1286WF\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief\", \"asin\": \"B06X91GH75\", \"price\": \"$8.59\", \"quantity\": \"\"},\n{\"title\": \"Sumifun 4% Lidocaine Pain Relief Patches,26 Count-Chinese Red Tiger Lidocaine Patches Maximum Strength Gel Patch for Muscule Sore Simple Backaches Joint Pain Topical Analgesic Odor Free\", \"asin\": \"B0DLNY15LS\", \"price\": \"$30.99\", \"quantity\": \"\"},\n{\"title\": \"Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream\", \"asin\": \"B0026HDURA\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Tiger Balm Pain Relieving Patch, 5 Count\", \"asin\": \"B012H5RXKA\", \"price\": \"$5.89\", \"quantity\": \"\"},\n{\"title\": \"Sumifun 4% Lidocaine Pain Relief Patches,26 Count-Chinese Red Tiger Lidocaine Patches Maximum Strength Gel Patch for Muscule Sore Simple Backaches Joint Pain Topical Analgesic Odor Free\", \"asin\": \"B0DLNY15LS\", \"price\": \"$30.99\", \"quantity\": \"\"},\n{\"title\": \"Tiger Balm Patch, Pain Relieving Patch, 5-Count Packages (Pack of 6)\", \"asin\": \"B001G7QH8K\", \"price\": \"$30.97\", \"quantity\": \"\"},\n{\"title\": \"Wellnee Original Herbal Knee Patch - Wellknee Plaster for Knee Support & Muscle Pain - Maximum Strength for a Temporary Relief - Adhesive Heat Patches Made with Natural Herbs for Wellness (10 Pads)\", \"asin\": \"B0D5M6RH5W\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Tiger Balm Pain Relieving Patch Large 4 Each\", \"asin\": \"B0085EVALQ\", \"price\": \"$9.10\", \"quantity\": \"\"},\n{\"title\": \"Tiger Balm Pain Relieving Patch Large, 4 Count (Pack of 6)\", \"asin\": \"B001FCI0CM\", \"price\": \"$39.85\", \"quantity\": \"\"},\n{\"title\": \"The Good Patch Muscle Pain Relief Patches, Natural Patch with Menthol, Lavender, Arnica and Aloe Vera, Sustained Release, Plant Powered Wearable Wellness, For Back, Neck, Arms, Legs (16 Total Patches)\", \"asin\": \"B09ZV6R9PN\", \"price\": \"$44.16\", \"quantity\": \"\"},\n{\"title\": \"Sumifun Tiger Relieving Patch, Chinese Tiger Plaster, for Shoulder, Back, Knee, Joint & Muscle, 64 Counts\", \"asin\": \"B09GLL676T\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Sumifun Maximum Strength Patches - 128 Counts Chinese Red Tiger Plaster Natural Herbal Patches for Muscle Joint Back Shoulder Knee Hot Patch\", \"asin\": \"B0C7GV2MX6\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Dragon Balm 2.0oz Extra Strength\", \"asin\": \"B0CNQHQPKN\", \"price\": \"$26.60\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief\", \"asin\": \"B06X91GH75\", \"price\": \"$8.59\", \"quantity\": \"\"},\n{\"title\": \"Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream\", \"asin\": \"B0026HDURA\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"36Pcs Knee Patches,Wormwood Extract Sticker 8-Hour Heat Patches of Joint for Knee, ...\", \"asin\": \"B09QSCPRT3\", \"price\": \"$19.99\", \"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\": \"2025-04-19T00:48:38.279Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "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": "pain relief patch"}],
"cart_items": [{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "price": "$1,499.00"},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "price": "$169.00"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B00HA84YXE"},
{"title": "Tiger Balm Pain Relieving Patch Large 4 Each 4 Count (Pack of 3)"},
{"price": "$20.80"},
{"bullet_list": "Soft, flexible, pain-relieving patch 4 Patches option (8 x 4 in each) Easy to apply, painless to remove Provides strong, penetrating relief Pain relief for aches and pains of the back"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "4 Count (Pack of 3)"}],
"promotion_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "price": "$8.59", "quantity": ""},
{"title": "Sumifun 4% Lidocaine Pain Relief Patches,26 Count-Chinese Red Tiger Lidocaine Patches Maximum Strength Gel Patch for Muscule Sore Simple Backaches Joint Pain Topical Analgesic Odor Free", "asin": "B0DLNY15LS", "price": "$30.99", "quantity": ""},
{"title": "Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream", "asin": "B0026HDURA", "price": "$16.98", "quantity": ""},
{"title": "36Pcs Knee Patches,Wormwood Extract Sticker 8-Hour Heat Patches of Joint for Knee, ...", "asin": "B09QSCPRT3", "price": "$19.99", "quantity": ""},
{"title": "Original Herbal Knee Patch - Wellknee Plaster for Knee Support & Muscle Pain - Maxi...", "asin": "B0D5M6RH5W", "price": "$21.99", "quantity": ""},
{"title": "Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches", "asin": "B07PCMV7B6", "price": "$8.98", "quantity": ""},
{"title": "Sumifun Maximum Strength Patches - 128 Counts Chinese Red Tiger Plaster Natural Herbal Patches for Muscle Joint Back Shoulder Knee Hot Patch", "asin": "B0C7GV2MX6", "price": "$34.99", "quantity": ""},
{"title": "Original Herbal Knee Patch - Wellknee Plaster for Knee Support & Muscle Pain - Maxi...", "asin": "B0D5M6RH5W", "price": "$21.99", "quantity": ""},
{"title": "Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches", "asin": "B07PCMV7B6", "price": "$8.98", "quantity": ""},
{"title": "Knee Relief Patch,48 Count\u2014\u2014Herbal Knee Patches for Bone on Bone,Adhensive Heat Pat...", "asin": "B0DSBTNF9V", "price": "$30.99", "quantity": ""},
{"title": "32pcs Tiger Relieving Pathes Ultra Strength,Chinese Red Tiger Back Heat Patches Ult...", "asin": "B0CX1286WF", "price": "$14.99", "quantity": ""},
{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "price": "$8.59", "quantity": ""},
{"title": "Sumifun 4% Lidocaine Pain Relief Patches,26 Count-Chinese Red Tiger Lidocaine Patches Maximum Strength Gel Patch for Muscule Sore Simple Backaches Joint Pain Topical Analgesic Odor Free", "asin": "B0DLNY15LS", "price": "$30.99", "quantity": ""},
{"title": "Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream", "asin": "B0026HDURA", "price": "$16.98", "quantity": ""},
{"title": "Tiger Balm Pain Relieving Patch, 5 Count", "asin": "B012H5RXKA", "price": "$5.89", "quantity": ""},
{"title": "Sumifun 4% Lidocaine Pain Relief Patches,26 Count-Chinese Red Tiger Lidocaine Patches Maximum Strength Gel Patch for Muscule Sore Simple Backaches Joint Pain Topical Analgesic Odor Free", "asin": "B0DLNY15LS", "price": "$30.99", "quantity": ""},
{"title": "Tiger Balm Patch, Pain Relieving Patch, 5-Count Packages (Pack of 6)", "asin": "B001G7QH8K", "price": "$30.97", "quantity": ""},
{"title": "Wellnee Original Herbal Knee Patch - Wellknee Plaster for Knee Support & Muscle Pain - Maximum Strength for a Temporary Relief - Adhesive Heat Patches Made with Natural Herbs for Wellness (10 Pads)", "asin": "B0D5M6RH5W", "price": "$21.99", "quantity": ""},
{"title": "Tiger Balm Pain Relieving Patch Large 4 Each", "asin": "B0085EVALQ", "price": "$9.10", "quantity": ""},
{"title": "Tiger Balm Pain Relieving Patch Large, 4 Count (Pack of 6)", "asin": "B001FCI0CM", "price": "$39.85", "quantity": ""},
{"title": "The Good Patch Muscle Pain Relief Patches, Natural Patch with Menthol, Lavender, Arnica and Aloe Vera, Sustained Release, Plant Powered Wearable Wellness, For Back, Neck, Arms, Legs (16 Total Patches)", "asin": "B09ZV6R9PN", "price": "$44.16", "quantity": ""},
{"title": "Sumifun Tiger Relieving Patch, Chinese Tiger Plaster, for Shoulder, Back, Knee, Joint & Muscle, 64 Counts", "asin": "B09GLL676T", "price": "$19.99", "quantity": ""},
{"title": "Sumifun Maximum Strength Patches - 128 Counts Chinese Red Tiger Plaster Natural Herbal Patches for Muscle Joint Back Shoulder Knee Hot Patch", "asin": "B0C7GV2MX6", "price": "$34.99", "quantity": ""},
{"title": "Dragon Balm 2.0oz Extra Strength", "asin": "B0CNQHQPKN", "price": "$26.60", "quantity": ""},
{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "price": "$8.59", "quantity": ""},
{"title": "Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream", "asin": "B0026HDURA", "price": "$16.98", "quantity": ""},
{"title": "36Pcs Knee Patches,Wormwood Extract Sticker 8-Hour Heat Patches of Joint for Knee, ...", "asin": "B09QSCPRT3", "price": "$19.99", "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": "2025-04-19T00:48:38.279Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-19T00:48:38.279Z
|
purchase
|
B00HA84YXE
|
rule
|
2025-04-19T00:48:38.279Z
|
purchase
|
B00HA84YXE
|
train
| 372 |
2025-04-19T00:48:38.279Z
|
purchase
|
B00HA84YXE
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:31:02.490Z", "action": "input", "action_argument": "man"}
{"timestamp": "2025-04-13T05:31:06.087Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:31:08.650Z", "action": "input", "action_argument": "manta sleep mask"}
{"timestamp": "2025-04-13T05:31:31.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:31.632Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:31:36.997Z", "action": "purchase", "action_argument": "B07PRG2CQY"}
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "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": "pain relief patch"}],
"cart_items": [{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "price": "$1,499.00"},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "price": "$169.00"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B00HA84YXE"},
{"title": "Tiger Balm Pain Relieving Patch Large 4 Each 4 Count (Pack of 3)"},
{"price": "$20.80"},
{"bullet_list": "Soft, flexible, pain-relieving patch 4 Patches option (8 x 4 in each) Easy to apply, painless to remove Provides strong, penetrating relief Pain relief for aches and pains of the back"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "4 Count (Pack of 3)"}],
"promotion_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "price": "$8.59", "quantity": ""},
{"title": "Sumifun 4% Lidocaine Pain Relief Patches,26 Count-Chinese Red Tiger Lidocaine Patches Maximum Strength Gel Patch for Muscule Sore Simple Backaches Joint Pain Topical Analgesic Odor Free", "asin": "B0DLNY15LS", "price": "$30.99", "quantity": ""},
{"title": "Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream", "asin": "B0026HDURA", "price": "$16.98", "quantity": ""},
{"title": "36Pcs Knee Patches,Wormwood Extract Sticker 8-Hour Heat Patches of Joint for Knee, ...", "asin": "B09QSCPRT3", "price": "$19.99", "quantity": ""},
{"title": "Original Herbal Knee Patch - Wellknee Plaster for Knee Support & Muscle Pain - Maxi...", "asin": "B0D5M6RH5W", "price": "$21.99", "quantity": ""},
{"title": "Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches", "asin": "B07PCMV7B6", "price": "$8.98", "quantity": ""},
{"title": "Sumifun Maximum Strength Patches - 128 Counts Chinese Red Tiger Plaster Natural Herbal Patches for Muscle Joint Back Shoulder Knee Hot Patch", "asin": "B0C7GV2MX6", "price": "$34.99", "quantity": ""},
{"title": "Original Herbal Knee Patch - Wellknee Plaster for Knee Support & Muscle Pain - Maxi...", "asin": "B0D5M6RH5W", "price": "$21.99", "quantity": ""},
{"title": "Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches", "asin": "B07PCMV7B6", "price": "$8.98", "quantity": ""},
{"title": "Knee Relief Patch,48 Count\u2014\u2014Herbal Knee Patches for Bone on Bone,Adhensive Heat Pat...", "asin": "B0DSBTNF9V", "price": "$30.99", "quantity": ""},
{"title": "32pcs Tiger Relieving Pathes Ultra Strength,Chinese Red Tiger Back Heat Patches Ult...", "asin": "B0CX1286WF", "price": "$14.99", "quantity": ""},
{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "price": "$8.59", "quantity": ""},
{"title": "Sumifun 4% Lidocaine Pain Relief Patches,26 Count-Chinese Red Tiger Lidocaine Patches Maximum Strength Gel Patch for Muscule Sore Simple Backaches Joint Pain Topical Analgesic Odor Free", "asin": "B0DLNY15LS", "price": "$30.99", "quantity": ""},
{"title": "Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream", "asin": "B0026HDURA", "price": "$16.98", "quantity": ""},
{"title": "Tiger Balm Pain Relieving Patch, 5 Count", "asin": "B012H5RXKA", "price": "$5.89", "quantity": ""},
{"title": "Sumifun 4% Lidocaine Pain Relief Patches,26 Count-Chinese Red Tiger Lidocaine Patches Maximum Strength Gel Patch for Muscule Sore Simple Backaches Joint Pain Topical Analgesic Odor Free", "asin": "B0DLNY15LS", "price": "$30.99", "quantity": ""},
{"title": "Tiger Balm Patch, Pain Relieving Patch, 5-Count Packages (Pack of 6)", "asin": "B001G7QH8K", "price": "$30.97", "quantity": ""},
{"title": "Wellnee Original Herbal Knee Patch - Wellknee Plaster for Knee Support & Muscle Pain - Maximum Strength for a Temporary Relief - Adhesive Heat Patches Made with Natural Herbs for Wellness (10 Pads)", "asin": "B0D5M6RH5W", "price": "$21.99", "quantity": ""},
{"title": "Tiger Balm Pain Relieving Patch Large 4 Each", "asin": "B0085EVALQ", "price": "$9.10", "quantity": ""},
{"title": "Tiger Balm Pain Relieving Patch Large, 4 Count (Pack of 6)", "asin": "B001FCI0CM", "price": "$39.85", "quantity": ""},
{"title": "The Good Patch Muscle Pain Relief Patches, Natural Patch with Menthol, Lavender, Arnica and Aloe Vera, Sustained Release, Plant Powered Wearable Wellness, For Back, Neck, Arms, Legs (16 Total Patches)", "asin": "B09ZV6R9PN", "price": "$44.16", "quantity": ""},
{"title": "Sumifun Tiger Relieving Patch, Chinese Tiger Plaster, for Shoulder, Back, Knee, Joint & Muscle, 64 Counts", "asin": "B09GLL676T", "price": "$19.99", "quantity": ""},
{"title": "Sumifun Maximum Strength Patches - 128 Counts Chinese Red Tiger Plaster Natural Herbal Patches for Muscle Joint Back Shoulder Knee Hot Patch", "asin": "B0C7GV2MX6", "price": "$34.99", "quantity": ""},
{"title": "Dragon Balm 2.0oz Extra Strength", "asin": "B0CNQHQPKN", "price": "$26.60", "quantity": ""},
{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "price": "$8.59", "quantity": ""},
{"title": "Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream", "asin": "B0026HDURA", "price": "$16.98", "quantity": ""},
{"title": "36Pcs Knee Patches,Wormwood Extract Sticker 8-Hour Heat Patches of Joint for Knee, ...", "asin": "B09QSCPRT3", "price": "$19.99", "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": "2025-04-19T00:48:38.279Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.371Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.389Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.721Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.739Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:18.279Z\", \"action\": \"purchase\", \"action_argument\": \"B0C36K8SJJ, B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n{\"timestamp\": \"2025-04-19T00:44:05.364Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:46:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T00:46:04.043Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:14.711Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:35.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:50.315Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:50.571Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:52.518Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:48:38.279Z\", \"action\": \"purchase\", \"action_argument\": \"B00HA84YXE\"}\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\": \"pain relief patch\"}],\n\"cart_items\": [{\"title\": \"Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \\u2014 Silver\", \"asin\": \"B0D3J72NN6\", \"price\": \"$1,499.00\"},\n{\"title\": \"AppleCare+ for iPad Pro 13-inch (M4) - 2 years\", \"asin\": \"B0D42FL9CG\", \"price\": \"$169.00\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"price\": \"$299.97\", \"quantity\": \"1\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"price\": \"$279.99\", \"quantity\": \"1\"},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$35.68\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$104.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B06X91GH75\"},\n{\"title\": \"Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief\"},\n{\"price\": \"$8.66$8.66\"},\n{\"price\": \"$8.66\"},\n{\"bullet_list\": \"Includes (5) Icy Hot Max Strength Lidocaine Plus Menthol Pain Relief Patches for Back or Large Area These lidocaine pain patches work to temporarily relieve minor pain Icy Hot Lidocaine Plus Menthol Pain Relieving Patched deliver quick relief you can wear for up to 12 hours These patches used to relieve pain are easy to apply and stay in place Icy Hot is the number-one topical pain relief brand among OTC topical analgesics\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"5 Count (Pack of 1)\"},\n{\"Flavor Name\": \"Lidocaine\"}],\n\"promotion_items\": [{\"title\": \"Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches\", \"asin\": \"B07PCMV7B6\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)\", \"asin\": \"B0D14W62FQ\", \"price\": \"$17.82\", \"quantity\": \"\"},\n{\"title\": \"Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches\", \"asin\": \"B01HC02KK8\", \"price\": \"$9.58\", \"quantity\": \"\"},\n{\"title\": \"Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)\", \"asin\": \"B0DV9YDMXY\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.\", \"asin\": \"B0CSZ5VPDH\", \"price\": \"$11.98\", \"quantity\": \"\"},\n{\"title\": \"Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2\", \"asin\": \"B084ZMMVQS\", \"price\": \"$24.27\", \"quantity\": \"\"},\n{\"title\": \"Pain Relief Patches 4% lidocaine Patches Maximum Strength , ICY hot Patch Maximum S...\", \"asin\": \"B0DS8V5X3G\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count\", \"asin\": \"B0BQJP2KBW\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream\", \"asin\": \"B0026HDURA\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Biofreeze Day & Overnight Pain Relief Patches, Menthol Pain Patches for Arthritis & Muscle Pain Relief, Comfortable & Flexible Fabric Stays in Place, FSA/HSA Eligible, 9 Patches (6 Day, 3 Night)\", \"asin\": \"B0CBNGV169\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)\", \"asin\": \"B09NP3D88Z\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches\", \"asin\": \"B07PCMV7B6\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)\", \"asin\": \"B0D14W62FQ\", \"price\": \"$17.82\", \"quantity\": \"\"},\n{\"title\": \"Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2\", \"asin\": \"B084ZMMVQS\", \"price\": \"$24.27\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief\", \"asin\": \"B06X91GH75\", \"price\": \"$8.59\"},\n{\"title\": \"Icy Hot Extra Strength Medicated Patch, XL Back & Large Areas, 3 Count (Pack of 1) and Icy Hot Original Medicated Pain Relief Patch, Large, 5 Count\", \"asin\": \"B0DP3DFW4J\", \"price\": \"$13.98\"},\n{\"title\": \"Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count\", \"asin\": \"B0BQJP2KBW\", \"price\": \"$17.98\"},\n{\"title\": \"Salonpas Lidocaine 4% Pain Relieving Gel-Patch, 6 Count, for Back, Neck, Shoulder, Knee & Elbow Pain\", \"asin\": \"B01MF68INT\", \"price\": \"$10.34\"},\n{\"title\": \"Biofreeze Pain Relief Patches, Arthritis Pain Reliver, Knee & Lower Back Pain Relief Patch, Sore Muscle Relief, Neck Pain Relief, FSA Eligible, 3 Pack (5 Biofreeze Menthol Patches)\", \"asin\": \"B07Q39FSMR\", \"price\": \"$25.55\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T00:49:28.516Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
<|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": "pain relief patch"}],
"cart_items": [{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "price": "$1,499.00"},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "price": "$169.00"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B06X91GH75"},
{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief"},
{"price": "$8.66$8.66"},
{"price": "$8.66"},
{"bullet_list": "Includes (5) Icy Hot Max Strength Lidocaine Plus Menthol Pain Relief Patches for Back or Large Area These lidocaine pain patches work to temporarily relieve minor pain Icy Hot Lidocaine Plus Menthol Pain Relieving Patched deliver quick relief you can wear for up to 12 hours These patches used to relieve pain are easy to apply and stay in place Icy Hot is the number-one topical pain relief brand among OTC topical analgesics"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "5 Count (Pack of 1)"},
{"Flavor Name": "Lidocaine"}],
"promotion_items": [{"title": "Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches", "asin": "B07PCMV7B6", "price": "$8.98", "quantity": ""},
{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""},
{"title": "Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches", "asin": "B01HC02KK8", "price": "$9.58", "quantity": ""},
{"title": "Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)", "asin": "B0DV9YDMXY", "price": "$14.99", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""},
{"title": "Pain Relief Patches 4% lidocaine Patches Maximum Strength , ICY hot Patch Maximum S...", "asin": "B0DS8V5X3G", "price": "$24.99", "quantity": ""},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98", "quantity": ""},
{"title": "Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream", "asin": "B0026HDURA", "price": "$16.98", "quantity": ""},
{"title": "Biofreeze Day & Overnight Pain Relief Patches, Menthol Pain Patches for Arthritis & Muscle Pain Relief, Comfortable & Flexible Fabric Stays in Place, FSA/HSA Eligible, 9 Patches (6 Day, 3 Night)", "asin": "B0CBNGV169", "price": "$14.99", "quantity": ""},
{"title": "Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)", "asin": "B09NP3D88Z", "price": "$39.99", "quantity": ""},
{"title": "Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches", "asin": "B07PCMV7B6", "price": "$8.98", "quantity": ""},
{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""}],
"comparison_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "price": "$8.59"},
{"title": "Icy Hot Extra Strength Medicated Patch, XL Back & Large Areas, 3 Count (Pack of 1) and Icy Hot Original Medicated Pain Relief Patch, Large, 5 Count", "asin": "B0DP3DFW4J", "price": "$13.98"},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98"},
{"title": "Salonpas Lidocaine 4% Pain Relieving Gel-Patch, 6 Count, for Back, Neck, Shoulder, Knee & Elbow Pain", "asin": "B01MF68INT", "price": "$10.34"},
{"title": "Biofreeze Pain Relief Patches, Arthritis Pain Reliver, Knee & Lower Back Pain Relief Patch, Sore Muscle Relief, Neck Pain Relief, FSA Eligible, 3 Pack (5 Biofreeze Menthol Patches)", "asin": "B07Q39FSMR", "price": "$25.55"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:49:28.516Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-19T00:49:28.516Z
|
click
|
quantity
|
rule
|
2025-04-19T00:49:28.516Z
|
click
|
quantity
|
train
| 373 |
2025-04-19T00:49:28.516Z
|
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": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
<|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": "pain relief patch"}],
"cart_items": [{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "price": "$1,499.00"},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "price": "$169.00"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B06X91GH75"},
{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief"},
{"price": "$8.66$8.66"},
{"price": "$8.66"},
{"bullet_list": "Includes (5) Icy Hot Max Strength Lidocaine Plus Menthol Pain Relief Patches for Back or Large Area These lidocaine pain patches work to temporarily relieve minor pain Icy Hot Lidocaine Plus Menthol Pain Relieving Patched deliver quick relief you can wear for up to 12 hours These patches used to relieve pain are easy to apply and stay in place Icy Hot is the number-one topical pain relief brand among OTC topical analgesics"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "5 Count (Pack of 1)"},
{"Flavor Name": "Lidocaine"}],
"promotion_items": [{"title": "Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches", "asin": "B07PCMV7B6", "price": "$8.98", "quantity": ""},
{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""},
{"title": "Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches", "asin": "B01HC02KK8", "price": "$9.58", "quantity": ""},
{"title": "Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)", "asin": "B0DV9YDMXY", "price": "$14.99", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""},
{"title": "Pain Relief Patches 4% lidocaine Patches Maximum Strength , ICY hot Patch Maximum S...", "asin": "B0DS8V5X3G", "price": "$24.99", "quantity": ""},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98", "quantity": ""},
{"title": "Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream", "asin": "B0026HDURA", "price": "$16.98", "quantity": ""},
{"title": "Biofreeze Day & Overnight Pain Relief Patches, Menthol Pain Patches for Arthritis & Muscle Pain Relief, Comfortable & Flexible Fabric Stays in Place, FSA/HSA Eligible, 9 Patches (6 Day, 3 Night)", "asin": "B0CBNGV169", "price": "$14.99", "quantity": ""},
{"title": "Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)", "asin": "B09NP3D88Z", "price": "$39.99", "quantity": ""},
{"title": "Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches", "asin": "B07PCMV7B6", "price": "$8.98", "quantity": ""},
{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""}],
"comparison_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "price": "$8.59"},
{"title": "Icy Hot Extra Strength Medicated Patch, XL Back & Large Areas, 3 Count (Pack of 1) and Icy Hot Original Medicated Pain Relief Patch, Large, 5 Count", "asin": "B0DP3DFW4J", "price": "$13.98"},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98"},
{"title": "Salonpas Lidocaine 4% Pain Relieving Gel-Patch, 6 Count, for Back, Neck, Shoulder, Knee & Elbow Pain", "asin": "B01MF68INT", "price": "$10.34"},
{"title": "Biofreeze Pain Relief Patches, Arthritis Pain Reliver, Knee & Lower Back Pain Relief Patch, Sore Muscle Relief, Neck Pain Relief, FSA Eligible, 3 Pack (5 Biofreeze Menthol Patches)", "asin": "B07Q39FSMR", "price": "$25.55"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:49:28.516Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.371Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.389Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.721Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.739Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:18.279Z\", \"action\": \"purchase\", \"action_argument\": \"B0C36K8SJJ, B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n{\"timestamp\": \"2025-04-19T00:44:05.364Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:46:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T00:46:04.043Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:14.711Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:35.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:50.315Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:50.571Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:52.518Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:48:38.279Z\", \"action\": \"purchase\", \"action_argument\": \"B00HA84YXE\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T00:49:28.516Z\", \"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\": \"pain relief patch\"}],\n\"cart_items\": [{\"title\": \"Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \\u2014 Silver\", \"asin\": \"B0D3J72NN6\", \"price\": \"$1,499.00\"},\n{\"title\": \"AppleCare+ for iPad Pro 13-inch (M4) - 2 years\", \"asin\": \"B0D42FL9CG\", \"price\": \"$169.00\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"price\": \"$299.97\", \"quantity\": \"1\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"price\": \"$279.99\", \"quantity\": \"1\"},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$35.68\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$104.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B06X91GH75\"},\n{\"title\": \"Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief\"},\n{\"price\": \"$8.66$8.66\"},\n{\"price\": \"$8.66\"},\n{\"bullet_list\": \"Includes (5) Icy Hot Max Strength Lidocaine Plus Menthol Pain Relief Patches for Back or Large Area These lidocaine pain patches work to temporarily relieve minor pain Icy Hot Lidocaine Plus Menthol Pain Relieving Patched deliver quick relief you can wear for up to 12 hours These patches used to relieve pain are easy to apply and stay in place Icy Hot is the number-one topical pain relief brand among OTC topical analgesics\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"5 Count (Pack of 1)\"},\n{\"Flavor Name\": \"Lidocaine\"}],\n\"promotion_items\": [{\"title\": \"Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches\", \"asin\": \"B07PCMV7B6\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)\", \"asin\": \"B0D14W62FQ\", \"price\": \"$17.82\", \"quantity\": \"\"},\n{\"title\": \"Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches\", \"asin\": \"B01HC02KK8\", \"price\": \"$9.58\", \"quantity\": \"\"},\n{\"title\": \"Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)\", \"asin\": \"B0DV9YDMXY\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.\", \"asin\": \"B0CSZ5VPDH\", \"price\": \"$11.98\", \"quantity\": \"\"},\n{\"title\": \"Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2\", \"asin\": \"B084ZMMVQS\", \"price\": \"$24.27\", \"quantity\": \"\"},\n{\"title\": \"Pain Relief Patches 4% lidocaine Patches Maximum Strength , ICY hot Patch Maximum S...\", \"asin\": \"B0DS8V5X3G\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count\", \"asin\": \"B0BQJP2KBW\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream\", \"asin\": \"B0026HDURA\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Biofreeze Day & Overnight Pain Relief Patches, Menthol Pain Patches for Arthritis & Muscle Pain Relief, Comfortable & Flexible Fabric Stays in Place, FSA/HSA Eligible, 9 Patches (6 Day, 3 Night)\", \"asin\": \"B0CBNGV169\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)\", \"asin\": \"B09NP3D88Z\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches\", \"asin\": \"B07PCMV7B6\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)\", \"asin\": \"B0D14W62FQ\", \"price\": \"$17.82\", \"quantity\": \"\"},\n{\"title\": \"Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2\", \"asin\": \"B084ZMMVQS\", \"price\": \"$24.27\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief\", \"asin\": \"B06X91GH75\", \"price\": \"$8.59\"},\n{\"title\": \"Icy Hot Extra Strength Medicated Patch, XL Back & Large Areas, 3 Count (Pack of 1) and Icy Hot Original Medicated Pain Relief Patch, Large, 5 Count\", \"asin\": \"B0DP3DFW4J\", \"price\": \"$13.98\"},\n{\"title\": \"Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count\", \"asin\": \"B0BQJP2KBW\", \"price\": \"$17.98\"},\n{\"title\": \"Salonpas Lidocaine 4% Pain Relieving Gel-Patch, 6 Count, for Back, Neck, Shoulder, Knee & Elbow Pain\", \"asin\": \"B01MF68INT\", \"price\": \"$10.34\"},\n{\"title\": \"Biofreeze Pain Relief Patches, Arthritis Pain Reliver, Knee & Lower Back Pain Relief Patch, Sore Muscle Relief, Neck Pain Relief, FSA Eligible, 3 Pack (5 Biofreeze Menthol Patches)\", \"asin\": \"B07Q39FSMR\", \"price\": \"$25.55\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T00:49:29.261Z\", // 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:49:28.516Z", "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": "pain relief patch"}],
"cart_items": [{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "price": "$1,499.00"},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "price": "$169.00"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B06X91GH75"},
{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief"},
{"price": "$8.66$8.66"},
{"price": "$8.66"},
{"bullet_list": "Includes (5) Icy Hot Max Strength Lidocaine Plus Menthol Pain Relief Patches for Back or Large Area These lidocaine pain patches work to temporarily relieve minor pain Icy Hot Lidocaine Plus Menthol Pain Relieving Patched deliver quick relief you can wear for up to 12 hours These patches used to relieve pain are easy to apply and stay in place Icy Hot is the number-one topical pain relief brand among OTC topical analgesics"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "5 Count (Pack of 1)"},
{"Flavor Name": "Lidocaine"}],
"promotion_items": [{"title": "Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches", "asin": "B07PCMV7B6", "price": "$8.98", "quantity": ""},
{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""},
{"title": "Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches", "asin": "B01HC02KK8", "price": "$9.58", "quantity": ""},
{"title": "Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)", "asin": "B0DV9YDMXY", "price": "$14.99", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""},
{"title": "Pain Relief Patches 4% lidocaine Patches Maximum Strength , ICY hot Patch Maximum S...", "asin": "B0DS8V5X3G", "price": "$24.99", "quantity": ""},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98", "quantity": ""},
{"title": "Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream", "asin": "B0026HDURA", "price": "$16.98", "quantity": ""},
{"title": "Biofreeze Day & Overnight Pain Relief Patches, Menthol Pain Patches for Arthritis & Muscle Pain Relief, Comfortable & Flexible Fabric Stays in Place, FSA/HSA Eligible, 9 Patches (6 Day, 3 Night)", "asin": "B0CBNGV169", "price": "$14.99", "quantity": ""},
{"title": "Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)", "asin": "B09NP3D88Z", "price": "$39.99", "quantity": ""},
{"title": "Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches", "asin": "B07PCMV7B6", "price": "$8.98", "quantity": ""},
{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""}],
"comparison_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "price": "$8.59"},
{"title": "Icy Hot Extra Strength Medicated Patch, XL Back & Large Areas, 3 Count (Pack of 1) and Icy Hot Original Medicated Pain Relief Patch, Large, 5 Count", "asin": "B0DP3DFW4J", "price": "$13.98"},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98"},
{"title": "Salonpas Lidocaine 4% Pain Relieving Gel-Patch, 6 Count, for Back, Neck, Shoulder, Knee & Elbow Pain", "asin": "B01MF68INT", "price": "$10.34"},
{"title": "Biofreeze Pain Relief Patches, Arthritis Pain Reliver, Knee & Lower Back Pain Relief Patch, Sore Muscle Relief, Neck Pain Relief, FSA Eligible, 3 Pack (5 Biofreeze Menthol Patches)", "asin": "B07Q39FSMR", "price": "$25.55"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:49:29.261Z", // 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>
|
2025-04-19T00:49:29.261Z
|
click
|
quantity
|
rule
|
2025-04-19T00:49:29.261Z
|
click
|
quantity
|
train
| 374 |
2025-04-19T00:49:29.261Z
|
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": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:49:28.516Z", "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": "pain relief patch"}],
"cart_items": [{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "price": "$1,499.00"},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "price": "$169.00"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B06X91GH75"},
{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief"},
{"price": "$8.66$8.66"},
{"price": "$8.66"},
{"bullet_list": "Includes (5) Icy Hot Max Strength Lidocaine Plus Menthol Pain Relief Patches for Back or Large Area These lidocaine pain patches work to temporarily relieve minor pain Icy Hot Lidocaine Plus Menthol Pain Relieving Patched deliver quick relief you can wear for up to 12 hours These patches used to relieve pain are easy to apply and stay in place Icy Hot is the number-one topical pain relief brand among OTC topical analgesics"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "5 Count (Pack of 1)"},
{"Flavor Name": "Lidocaine"}],
"promotion_items": [{"title": "Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches", "asin": "B07PCMV7B6", "price": "$8.98", "quantity": ""},
{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""},
{"title": "Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches", "asin": "B01HC02KK8", "price": "$9.58", "quantity": ""},
{"title": "Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)", "asin": "B0DV9YDMXY", "price": "$14.99", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""},
{"title": "Pain Relief Patches 4% lidocaine Patches Maximum Strength , ICY hot Patch Maximum S...", "asin": "B0DS8V5X3G", "price": "$24.99", "quantity": ""},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98", "quantity": ""},
{"title": "Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream", "asin": "B0026HDURA", "price": "$16.98", "quantity": ""},
{"title": "Biofreeze Day & Overnight Pain Relief Patches, Menthol Pain Patches for Arthritis & Muscle Pain Relief, Comfortable & Flexible Fabric Stays in Place, FSA/HSA Eligible, 9 Patches (6 Day, 3 Night)", "asin": "B0CBNGV169", "price": "$14.99", "quantity": ""},
{"title": "Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)", "asin": "B09NP3D88Z", "price": "$39.99", "quantity": ""},
{"title": "Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches", "asin": "B07PCMV7B6", "price": "$8.98", "quantity": ""},
{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""}],
"comparison_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "price": "$8.59"},
{"title": "Icy Hot Extra Strength Medicated Patch, XL Back & Large Areas, 3 Count (Pack of 1) and Icy Hot Original Medicated Pain Relief Patch, Large, 5 Count", "asin": "B0DP3DFW4J", "price": "$13.98"},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98"},
{"title": "Salonpas Lidocaine 4% Pain Relieving Gel-Patch, 6 Count, for Back, Neck, Shoulder, Knee & Elbow Pain", "asin": "B01MF68INT", "price": "$10.34"},
{"title": "Biofreeze Pain Relief Patches, Arthritis Pain Reliver, Knee & Lower Back Pain Relief Patch, Sore Muscle Relief, Neck Pain Relief, FSA Eligible, 3 Pack (5 Biofreeze Menthol Patches)", "asin": "B07Q39FSMR", "price": "$25.55"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:49:29.261Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T05:32:52.853Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T05:33:00.789Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:00.807Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.436Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:03.456Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:09.095Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:10.304Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.371Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:12.389Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.721Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:14.739Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-13T05:33:18.279Z\", \"action\": \"purchase\", \"action_argument\": \"B0C36K8SJJ, B07PRG2CQY\"}\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n{\"timestamp\": \"2025-04-19T00:44:05.364Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:46:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T00:46:04.043Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:14.711Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:35.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:50.315Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:50.571Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:52.518Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:48:38.279Z\", \"action\": \"purchase\", \"action_argument\": \"B00HA84YXE\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T00:49:28.516Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:29.261Z\", \"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\": \"pain relief patch\"}],\n\"cart_items\": [{\"title\": \"Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \\u2014 Silver\", \"asin\": \"B0D3J72NN6\", \"price\": \"$1,499.00\"},\n{\"title\": \"AppleCare+ for iPad Pro 13-inch (M4) - 2 years\", \"asin\": \"B0D42FL9CG\", \"price\": \"$169.00\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"price\": \"$299.97\", \"quantity\": \"1\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"price\": \"$279.99\", \"quantity\": \"1\"},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$35.68\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$104.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B06X91GH75\"},\n{\"title\": \"Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief\"},\n{\"price\": \"$8.66$8.66\"},\n{\"price\": \"$8.66\"},\n{\"bullet_list\": \"Includes (5) Icy Hot Max Strength Lidocaine Plus Menthol Pain Relief Patches for Back or Large Area These lidocaine pain patches work to temporarily relieve minor pain Icy Hot Lidocaine Plus Menthol Pain Relieving Patched deliver quick relief you can wear for up to 12 hours These patches used to relieve pain are easy to apply and stay in place Icy Hot is the number-one topical pain relief brand among OTC topical analgesics\"}],\n\"product_quantity\": [{\"quantity\": \"2\"}],\n\"product_options\": [{\"Size\": \"5 Count (Pack of 1)\"},\n{\"Flavor Name\": \"Lidocaine\"}],\n\"promotion_items\": [{\"title\": \"Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches\", \"asin\": \"B07PCMV7B6\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)\", \"asin\": \"B0D14W62FQ\", \"price\": \"$17.82\", \"quantity\": \"\"},\n{\"title\": \"Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches\", \"asin\": \"B01HC02KK8\", \"price\": \"$9.58\", \"quantity\": \"\"},\n{\"title\": \"Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)\", \"asin\": \"B0DV9YDMXY\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.\", \"asin\": \"B0CSZ5VPDH\", \"price\": \"$11.98\", \"quantity\": \"\"},\n{\"title\": \"Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2\", \"asin\": \"B084ZMMVQS\", \"price\": \"$24.27\", \"quantity\": \"\"},\n{\"title\": \"Pain Relief Patches 4% lidocaine Patches Maximum Strength , ICY hot Patch Maximum S...\", \"asin\": \"B0DS8V5X3G\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count\", \"asin\": \"B0BQJP2KBW\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream\", \"asin\": \"B0026HDURA\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Biofreeze Day & Overnight Pain Relief Patches, Menthol Pain Patches for Arthritis & Muscle Pain Relief, Comfortable & Flexible Fabric Stays in Place, FSA/HSA Eligible, 9 Patches (6 Day, 3 Night)\", \"asin\": \"B0CBNGV169\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)\", \"asin\": \"B09NP3D88Z\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches\", \"asin\": \"B07PCMV7B6\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)\", \"asin\": \"B0D14W62FQ\", \"price\": \"$17.82\", \"quantity\": \"\"},\n{\"title\": \"Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2\", \"asin\": \"B084ZMMVQS\", \"price\": \"$24.27\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief\", \"asin\": \"B06X91GH75\", \"price\": \"$8.59\"},\n{\"title\": \"Icy Hot Extra Strength Medicated Patch, XL Back & Large Areas, 3 Count (Pack of 1) and Icy Hot Original Medicated Pain Relief Patch, Large, 5 Count\", \"asin\": \"B0DP3DFW4J\", \"price\": \"$13.98\"},\n{\"title\": \"Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count\", \"asin\": \"B0BQJP2KBW\", \"price\": \"$17.98\"},\n{\"title\": \"Salonpas Lidocaine 4% Pain Relieving Gel-Patch, 6 Count, for Back, Neck, Shoulder, Knee & Elbow Pain\", \"asin\": \"B01MF68INT\", \"price\": \"$10.34\"},\n{\"title\": \"Biofreeze Pain Relief Patches, Arthritis Pain Reliver, Knee & Lower Back Pain Relief Patch, Sore Muscle Relief, Neck Pain Relief, FSA Eligible, 3 Pack (5 Biofreeze Menthol Patches)\", \"asin\": \"B07Q39FSMR\", \"price\": \"$25.55\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T00:49:32.189Z\", // 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "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": "pain relief patch"}],
"cart_items": [{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "price": "$1,499.00"},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "price": "$169.00"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B06X91GH75"},
{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief"},
{"price": "$8.66$8.66"},
{"price": "$8.66"},
{"bullet_list": "Includes (5) Icy Hot Max Strength Lidocaine Plus Menthol Pain Relief Patches for Back or Large Area These lidocaine pain patches work to temporarily relieve minor pain Icy Hot Lidocaine Plus Menthol Pain Relieving Patched deliver quick relief you can wear for up to 12 hours These patches used to relieve pain are easy to apply and stay in place Icy Hot is the number-one topical pain relief brand among OTC topical analgesics"}],
"product_quantity": [{"quantity": "2"}],
"product_options": [{"Size": "5 Count (Pack of 1)"},
{"Flavor Name": "Lidocaine"}],
"promotion_items": [{"title": "Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches", "asin": "B07PCMV7B6", "price": "$8.98", "quantity": ""},
{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""},
{"title": "Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches", "asin": "B01HC02KK8", "price": "$9.58", "quantity": ""},
{"title": "Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)", "asin": "B0DV9YDMXY", "price": "$14.99", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""},
{"title": "Pain Relief Patches 4% lidocaine Patches Maximum Strength , ICY hot Patch Maximum S...", "asin": "B0DS8V5X3G", "price": "$24.99", "quantity": ""},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98", "quantity": ""},
{"title": "Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream", "asin": "B0026HDURA", "price": "$16.98", "quantity": ""},
{"title": "Biofreeze Day & Overnight Pain Relief Patches, Menthol Pain Patches for Arthritis & Muscle Pain Relief, Comfortable & Flexible Fabric Stays in Place, FSA/HSA Eligible, 9 Patches (6 Day, 3 Night)", "asin": "B0CBNGV169", "price": "$14.99", "quantity": ""},
{"title": "Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)", "asin": "B09NP3D88Z", "price": "$39.99", "quantity": ""},
{"title": "Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches", "asin": "B07PCMV7B6", "price": "$8.98", "quantity": ""},
{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""}],
"comparison_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "price": "$8.59"},
{"title": "Icy Hot Extra Strength Medicated Patch, XL Back & Large Areas, 3 Count (Pack of 1) and Icy Hot Original Medicated Pain Relief Patch, Large, 5 Count", "asin": "B0DP3DFW4J", "price": "$13.98"},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98"},
{"title": "Salonpas Lidocaine 4% Pain Relieving Gel-Patch, 6 Count, for Back, Neck, Shoulder, Knee & Elbow Pain", "asin": "B01MF68INT", "price": "$10.34"},
{"title": "Biofreeze Pain Relief Patches, Arthritis Pain Reliver, Knee & Lower Back Pain Relief Patch, Sore Muscle Relief, Neck Pain Relief, FSA Eligible, 3 Pack (5 Biofreeze Menthol Patches)", "asin": "B07Q39FSMR", "price": "$25.55"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:49:32.189Z", // 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>
|
2025-04-19T00:49:32.189Z
|
purchase
|
B06X91GH75
|
rule
|
2025-04-19T00:49:32.189Z
|
purchase
|
B06X91GH75
|
train
| 375 |
2025-04-19T00:49:32.189Z
|
purchase
|
B06X91GH75
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:32:52.853Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T05:33:00.789Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:00.807Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.436Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:03.456Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:09.095Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:10.304Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.371Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:12.389Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.721Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:14.739Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-13T05:33:18.279Z", "action": "purchase", "action_argument": "B0C36K8SJJ, B07PRG2CQY"}
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "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": "pain relief patch"}],
"cart_items": [{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "price": "$1,499.00"},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "price": "$169.00"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B06X91GH75"},
{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief"},
{"price": "$8.66$8.66"},
{"price": "$8.66"},
{"bullet_list": "Includes (5) Icy Hot Max Strength Lidocaine Plus Menthol Pain Relief Patches for Back or Large Area These lidocaine pain patches work to temporarily relieve minor pain Icy Hot Lidocaine Plus Menthol Pain Relieving Patched deliver quick relief you can wear for up to 12 hours These patches used to relieve pain are easy to apply and stay in place Icy Hot is the number-one topical pain relief brand among OTC topical analgesics"}],
"product_quantity": [{"quantity": "2"}],
"product_options": [{"Size": "5 Count (Pack of 1)"},
{"Flavor Name": "Lidocaine"}],
"promotion_items": [{"title": "Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches", "asin": "B07PCMV7B6", "price": "$8.98", "quantity": ""},
{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""},
{"title": "Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches", "asin": "B01HC02KK8", "price": "$9.58", "quantity": ""},
{"title": "Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)", "asin": "B0DV9YDMXY", "price": "$14.99", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""},
{"title": "Pain Relief Patches 4% lidocaine Patches Maximum Strength , ICY hot Patch Maximum S...", "asin": "B0DS8V5X3G", "price": "$24.99", "quantity": ""},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98", "quantity": ""},
{"title": "Penetrex Joint & Muscle Therapy - Soothing Muscle Rub for Back, Neck, Hands, Feet - Premium Whole Body Rub with Arnica, Vitamin B6 MSM & Boswellia - Non-Greasy 2oz Cream", "asin": "B0026HDURA", "price": "$16.98", "quantity": ""},
{"title": "Biofreeze Day & Overnight Pain Relief Patches, Menthol Pain Patches for Arthritis & Muscle Pain Relief, Comfortable & Flexible Fabric Stays in Place, FSA/HSA Eligible, 9 Patches (6 Day, 3 Night)", "asin": "B0CBNGV169", "price": "$14.99", "quantity": ""},
{"title": "Curist 5% Lidocaine Cream Maximum Strength Topical Pain Relief OTC - 12 oz (Pack of 2) XL Tube 5 Percent Lidocaine Numbing Cream - Strong Lidocaine 5% Cream to Numb Effectively (2 Pack - 6 oz Tube)", "asin": "B09NP3D88Z", "price": "$39.99", "quantity": ""},
{"title": "Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches", "asin": "B07PCMV7B6", "price": "$8.98", "quantity": ""},
{"title": "Icy Hot Orginal XL Pain Relief Patches, Powerful Targeted Relief for Back & Large Areas, 3 Count (Pack of 3)", "asin": "B0D14W62FQ", "price": "$17.82", "quantity": ""},
{"title": "Voltaren Arthritis Pain Gel for Powerful Topical Arthritis Pain Relief with Diclofenac - NEW Easy Open Cap - 100 g x 2", "asin": "B084ZMMVQS", "price": "$24.27", "quantity": ""}],
"comparison_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "price": "$8.59"},
{"title": "Icy Hot Extra Strength Medicated Patch, XL Back & Large Areas, 3 Count (Pack of 1) and Icy Hot Original Medicated Pain Relief Patch, Large, 5 Count", "asin": "B0DP3DFW4J", "price": "$13.98"},
{"title": "Advil Dual Action Back Pain Caplets Delivers 125mg Ibuprofen and 250mg Acetaminophen Per Dose for 8 Hours of Back Pain Relief - 144 Count", "asin": "B0BQJP2KBW", "price": "$17.98"},
{"title": "Salonpas Lidocaine 4% Pain Relieving Gel-Patch, 6 Count, for Back, Neck, Shoulder, Knee & Elbow Pain", "asin": "B01MF68INT", "price": "$10.34"},
{"title": "Biofreeze Pain Relief Patches, Arthritis Pain Reliver, Knee & Lower Back Pain Relief Patch, Sore Muscle Relief, Neck Pain Relief, FSA Eligible, 3 Pack (5 Biofreeze Menthol Patches)", "asin": "B07Q39FSMR", "price": "$25.55"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:49:32.189Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n{\"timestamp\": \"2025-04-19T00:44:05.364Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:46:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T00:46:04.043Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:14.711Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:35.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:50.315Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:50.571Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:52.518Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:48:38.279Z\", \"action\": \"purchase\", \"action_argument\": \"B00HA84YXE\"}\n{\"timestamp\": \"2025-04-19T00:49:28.516Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:29.261Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:32.189Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75\"}\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\": \"Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief\", \"asin\": \"B06X91GH75\", \"price\": \"$8.66\", \"quantity\": \"2\"},\n{\"title\": \"Salonpas Pain Relieving Patch for Back, Neck, Shoulder, Knee Pain and Muscle Soreness - 8 Hour Pain Relief - 60 Count\", \"asin\": \"B01AB4U6PI\", \"price\": \"$10.34\", \"quantity\": \"1\"},\n{\"title\": \"Tiger Balm Pain Relieving Patch Large 4 Each 4 Count (Pack of 3)\", \"asin\": \"B00HA84YXE\", \"price\": \"$20.80\", \"quantity\": \"1\"},\n{\"title\": \"Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \\u2014 Silver\", \"asin\": \"B0D3J72NN6\", \"price\": \"$1,499.00\"},\n{\"title\": \"AppleCare+ for iPad Pro 13-inch (M4) - 2 years\", \"asin\": \"B0D42FL9CG\", \"price\": \"$169.00\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"price\": \"$299.97\", \"quantity\": \"1\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"price\": \"$279.99\", \"quantity\": \"1\"},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$35.68\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$104.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Amazon Basic Care Maximum Strength OTC Pain Relief , 4% Lidocaine Patch, 3.9\\u201d x 5.5\\u201d, 15-Count Box (Previously HealthWise)\", \"asin\": \"\", \"price\": \"$12.20\", \"quantity\": \"\"},\n{\"title\": \"Advil Targeted Relief Pain Relieving Cream, Up to 8 Hours of Powerful Relief of Minor Arthritis Pain, Joint Pain, Lower Back Pain and Muscle Pain - 2.3 oz\", \"asin\": \"\", \"price\": \"$10.98\", \"quantity\": \"\"},\n{\"title\": \"Aspercreme Lidocaine Pain Relief Patch XL for Back, Neck & Shoulder Pain, Topical Patches with Max-Strength 4% Lidocaine & Flexible Fabric Numbs Away Pain, 3 Ct.\", \"asin\": \"\", \"price\": \"$9.45\", \"quantity\": \"\"},\n{\"title\": \"Tiger Balm Pain Relieving Patch, 5 Count\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Salonpas Pain Relieving Patch, LARGE, 6 Count, for Back, Neck, Shoulder, Knee Pain and Muscle Soreness, 8 Hour Pain Relief\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"MiraLAX Gentle Constipation Relief Laxative Powder, Stool Softener with PEG 3350, No Harsh Side Effects, Single Dose Mix-In Pax with Mixing Stirrers, Travel Pack, 10 Dose\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot Original XL Pain Relief Patch (3 Count) for Back and Large Areas\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Dual-Band AX3000 Wi-Fi 6 Router Archer AX55 | Wireless Gigabit Internet Router for Home | EasyMesh Compatible | VPN Clients & Server | HomeShield, OFDMA, MU-MIMO | USB 3.0 | Secure by Design\", \"asin\": \"\", \"price\": \"$71.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Deco AX3000 WiFi 6 Mesh System(Deco X55) - Covers up to 6500 Sq.Ft. , Replaces Wireless Router and Extender, 3 Gigabit ports per unit, supports Ethernet Backhaul (3-pack)\", \"asin\": \"\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Tri-Band BE15000 WiFi 7 Router Archer BE700 | 8-Stream 15Gbps | 1\\u00d710G+1\\u00d72.5G+2\\u00d71G Ports, USB 3.0 | 6 Internal Antennas | VPN Clients & Server | Easy-Mesh, HomeShield, MLO, Private IOT\", \"asin\": \"\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security\", \"asin\": \"\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link Dual-Band BE3600 WiFi 7 Mesh Wi-Fi Router (Deco BE23) | 4-Stream 3.6 Gbps | 160 Mhz Channels | Covers up to 2,500 Sq.Ft | 2\\u00d7 2.5G Ports Wired Backhaul | VPN,MLO,AI-Roaming, HomeShield (1-Pack)\", \"asin\": \"\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming\", \"asin\": \"\", \"price\": \"$5.35\", \"quantity\": \"\"},\n{\"title\": \"TP-Link WiFi 7 BE9300 PCIe WiFi Card for Desktop PC(Archer TBE550E), Tri-Band Wireless Adapter, Bluetooth 5.4, Multicolor Status LED, Supports AMD/Intel Motherboard, Not Compatible with Windows 10\", \"asin\": \"\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"iMieet New iPad (A16) 11th Generation Case 11 Inch 2025, iPad 10th Generation Case 2022 10.9 Inch with Pencil Holder, Trifold Stand Smart Cover with Soft TPU Back,Auto Wake/Sleep(Pink)\", \"asin\": \"\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link EAP610 Ultra-Slim Wireless Access Point for Business | Omada True Wi-Fi 6 AX1800 | DC Adapter Included | Mesh, Seamless Roaming, WPA3, MU-MIMO | Remote & App Control | PoE+ Powered\", \"asin\": \"\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Tire Inflator Portable Air Compressor - 4X Air Pump for Car Tires, 150PSI&10000mAh Portable Tire Inflator for Car, 12DC Air Pump with Pressure Gauge/LED Light, Bike/Motorcycle/Ball/Car Accessories\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"TP-Link AC1200 Gigabit WiFi Router (Archer A6) - Dual Band MU-MIMO Wireless Internet Router, 4 x Antennas, OneMesh and AP mode, Long Range Coverage\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Show 5 by Alexa (newest model), Smart display with 2x the bass and clearer sound, Charcoal\", \"asin\": \"\", \"price\": \"$64.99\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG Galaxy S24 FE AI Phone, 128GB Unlocked Android Smartphone, High-Res 50MP Camera, Long Battery Life, Brighter Display Screen, US Version, 2024, US 1 Yr Manufacturer Warranty, Graphite\", \"asin\": \"\", \"price\": \"$499.99\", \"quantity\": \"\"},\n{\"title\": \"Ice Pack (3-Piece Set) \\u2013 Reusable Hot and Cold Therapy Gel Wrap Support Injury Recovery, Alleviate Joint and Muscle Pain \\u2013 Rotator Cuff, Knees, Back & More (3 Piece Set - Classic)\", \"asin\": \"\", \"price\": \"$15.18\", \"quantity\": \"\"},\n{\"title\": \"36Pcs Knee Patches,Wormwood Extract Sticker 8-Hour Heat Patches of Joint for Knee, Back, Neck, Shoulder\", \"asin\": \"B09QSCPRT3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Flonase Allergy Relief Nasal Spray, 24-Hour Non-Drowsy Multi-Symptom Relief \\u2013 144 Sprays, Bonus Pack of Tissues\", \"asin\": \"B09J1992NY\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"SaltWrap Mag R&R - Nighttime Muscle Cramps Support, Natural Sleep Support for Adults with Magnesium Glycinate for Muscle Spasm and Leg Cramps Relief, 90 Capsules\", \"asin\": \"B01BRKA2YU\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Wellnee Original Herbal Knee Patch - Wellknee Plaster for Knee Support & Muscle Pain - Maximum Strength for a Temporary Relief - Adhesive Heat Patches Made with Natural Herbs for Wellness (10 Pads)\", \"asin\": \"B0D5M6RH5W\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Pain Relief Patches 36 Pcs, Heat Patches for Pain Relief Fast-Acting Patches Long Lasting Relief of Joint Pains for Knee, Back, Neck, Shoulder Pain\", \"asin\": \"B0C4655485\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Puregen Labs Lidocaine 4% Numbing Patch Maximum Strength | Fast Acting Temporary Relief of Aches | Back, Neck, Shoulders, Elbows, Knees - Unscented | 30 Patches\", \"asin\": \"B0DG63B3P5\", \"price\": \"$26.95\", \"quantity\": \"\"},\n{\"title\": \"Knee Patch, 36 Count Knee Relief Patch, Herbal Knee Patches for Relief Heat Patch Wormwood Patches for Joint, Back, Neck, and Shoulder, Athletes, Seniors\", \"asin\": \"B0DT8Z7KM1\", \"price\": \"$21.98\", \"quantity\": \"\"},\n{\"title\": \"Knee Patch 36 Pcs, Long Lasting of Muscle Joint, Shoulder and Neck Patches, Herbal Heat Compress Knee Patch\", \"asin\": \"B08ZHJYYSC\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"MyrRhe 36 PCS Knee Patches, Warming Patches for Knee, Natural Wormwood Extract Sticker for Knee,Shoulder,Back,Neck Protable\", \"asin\": \"B0DFWL9QLG\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basic Care Dual Action Acetaminophen 250 mg and Ibuprofen (NSAID) 125 mg Tablets, 216 Count\", \"asin\": \"\", \"price\": \"$20.69\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basic Care Maximum Strength OTC Pain Relief , 4% Lidocaine Patch, 3.9\\u201d x 5.5\\u201d, 15-Count Box (Previously HealthWise)\", \"asin\": \"\", \"price\": \"$12.20\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basic Care Medicated Cold Hot 5% Menthol Patch, 7.87\\u201d x 3.93\\u201d, 15-Count Box (Previously HealthWise)\", \"asin\": \"\", \"price\": \"$15.46\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot Original Pain Relief Patch Variety Pack with 5% Cooling Menthol for Fast-Acting Muscle and Joint Pain Relief, 5 Medium and 5 Large Comfortable Fabric Patches, 10 Ct.\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basic Care Maximum Strength 1% Hydrocortisone Anti-Itch Lotion for Eczema, 3.5 ounce (Pack of 1)\", \"asin\": \"\", \"price\": \"$10.28\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot Pro No-Mess Pain Relief Patches with Menthol & Camphor & Advanced Hydrogel Technology, 5 Ct.\", \"asin\": \"\", \"price\": \"$11.97\", \"quantity\": \"\"},\n{\"title\": \"Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basic Care Back and Muscle Pain, Naproxen Sodium Tablets 220 mg, Pain Reliever and Fever Reducer, For Backache, Muscular Aches, Minor Arthritis Pain, Headache and More, 90 Count\", \"asin\": \"\", \"price\": \"$9.63\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot Nighttime Recovery No-Mess Pain Relief with Roll-On Applicator, 8% Menthol for Targeted Relief from Nighttime Aches and Soreness with Relaxing Lavender Scent, 2 Oz.\", \"asin\": \"\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basic Care Maximum Strength Hydrocortisone 1 Percent Anti-Itch Cream Plus 10 Moisturizers, 2 ounce (Pack of 1)\", \"asin\": \"\", \"price\": \"$8.81\", \"quantity\": \"\"},\n{\"title\": \"Salonpas Pain Relieving Patch for Back, Neck, Shoulder, Knee Pain and Muscle Soreness - 8 Hour Pain Relief - 60 Count\", \"asin\": \"\", \"price\": \"$10.34\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basic Care Loperamide Hydrochloride Oral Solution, 1 mg per 7.5 mL, Mint Flavor, Anti-Diarrheal Medicine for Ages 6 Years and up, 4 fl oz (Pack of 1)\", \"asin\": \"\", \"price\": \"$4.49\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.\", \"asin\": \"\", \"price\": \"$11.98\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basic Care Extra Strength Pain Relief, Acetaminophen Caplets, 500 mg, 200 Count (Packaging may vary)\", \"asin\": \"\", \"price\": \"$4.79\", \"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\": \"2025-04-19T00:49:34.785Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
<|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": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "price": "$8.66", "quantity": "2"},
{"title": "Salonpas Pain Relieving Patch for Back, Neck, Shoulder, Knee Pain and Muscle Soreness - 8 Hour Pain Relief - 60 Count", "asin": "B01AB4U6PI", "price": "$10.34", "quantity": "1"},
{"title": "Tiger Balm Pain Relieving Patch Large 4 Each 4 Count (Pack of 3)", "asin": "B00HA84YXE", "price": "$20.80", "quantity": "1"},
{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "price": "$1,499.00"},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "price": "$169.00"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"promotion_items": [{"title": "Amazon Basic Care Maximum Strength OTC Pain Relief , 4% Lidocaine Patch, 3.9\u201d x 5.5\u201d, 15-Count Box (Previously HealthWise)", "asin": "", "price": "$12.20", "quantity": ""},
{"title": "Advil Targeted Relief Pain Relieving Cream, Up to 8 Hours of Powerful Relief of Minor Arthritis Pain, Joint Pain, Lower Back Pain and Muscle Pain - 2.3 oz", "asin": "", "price": "$10.98", "quantity": ""},
{"title": "Aspercreme Lidocaine Pain Relief Patch XL for Back, Neck & Shoulder Pain, Topical Patches with Max-Strength 4% Lidocaine & Flexible Fabric Numbs Away Pain, 3 Ct.", "asin": "", "price": "$9.45", "quantity": ""},
{"title": "Tiger Balm Pain Relieving Patch, 5 Count", "asin": "", "price": "", "quantity": ""},
{"title": "Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches", "asin": "", "price": "", "quantity": ""},
{"title": "Salonpas Pain Relieving Patch, LARGE, 6 Count, for Back, Neck, Shoulder, Knee Pain and Muscle Soreness, 8 Hour Pain Relief", "asin": "", "price": "", "quantity": ""},
{"title": "Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches", "asin": "", "price": "", "quantity": ""},
{"title": "MiraLAX Gentle Constipation Relief Laxative Powder, Stool Softener with PEG 3350, No Harsh Side Effects, Single Dose Mix-In Pax with Mixing Stirrers, Travel Pack, 10 Dose", "asin": "", "price": "", "quantity": ""},
{"title": "Icy Hot Original XL Pain Relief Patch (3 Count) for Back and Large Areas", "asin": "", "price": "", "quantity": ""},
{"title": "TP-Link Dual-Band AX3000 Wi-Fi 6 Router Archer AX55 | Wireless Gigabit Internet Router for Home | EasyMesh Compatible | VPN Clients & Server | HomeShield, OFDMA, MU-MIMO | USB 3.0 | Secure by Design", "asin": "", "price": "$71.99", "quantity": ""},
{"title": "TP-Link Deco AX3000 WiFi 6 Mesh System(Deco X55) - Covers up to 6500 Sq.Ft. , Replaces Wireless Router and Extender, 3 Gigabit ports per unit, supports Ethernet Backhaul (3-pack)", "asin": "", "price": "$149.99", "quantity": ""},
{"title": "TP-Link Tri-Band BE15000 WiFi 7 Router Archer BE700 | 8-Stream 15Gbps | 1\u00d710G+1\u00d72.5G+2\u00d71G Ports, USB 3.0 | 6 Internal Antennas | VPN Clients & Server | Easy-Mesh, HomeShield, MLO, Private IOT", "asin": "", "price": "$299.99", "quantity": ""},
{"title": "TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security", "asin": "", "price": "$149.99", "quantity": ""},
{"title": "TP-Link Dual-Band BE3600 WiFi 7 Mesh Wi-Fi Router (Deco BE23) | 4-Stream 3.6 Gbps | 160 Mhz Channels | Covers up to 2,500 Sq.Ft | 2\u00d7 2.5G Ports Wired Backhaul | VPN,MLO,AI-Roaming, HomeShield (1-Pack)", "asin": "", "price": "$79.99", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "", "price": "$5.35", "quantity": ""},
{"title": "TP-Link WiFi 7 BE9300 PCIe WiFi Card for Desktop PC(Archer TBE550E), Tri-Band Wireless Adapter, Bluetooth 5.4, Multicolor Status LED, Supports AMD/Intel Motherboard, Not Compatible with Windows 10", "asin": "", "price": "$79.99", "quantity": ""},
{"title": "iMieet New iPad (A16) 11th Generation Case 11 Inch 2025, iPad 10th Generation Case 2022 10.9 Inch with Pencil Holder, Trifold Stand Smart Cover with Soft TPU Back,Auto Wake/Sleep(Pink)", "asin": "", "price": "$16.99", "quantity": ""},
{"title": "TP-Link EAP610 Ultra-Slim Wireless Access Point for Business | Omada True Wi-Fi 6 AX1800 | DC Adapter Included | Mesh, Seamless Roaming, WPA3, MU-MIMO | Remote & App Control | PoE+ Powered", "asin": "", "price": "$79.99", "quantity": ""},
{"title": "Tire Inflator Portable Air Compressor - 4X Air Pump for Car Tires, 150PSI&10000mAh Portable Tire Inflator for Car, 12DC Air Pump with Pressure Gauge/LED Light, Bike/Motorcycle/Ball/Car Accessories", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "TP-Link AC1200 Gigabit WiFi Router (Archer A6) - Dual Band MU-MIMO Wireless Internet Router, 4 x Antennas, OneMesh and AP mode, Long Range Coverage", "asin": "", "price": "$39.99", "quantity": ""},
{"title": "Amazon Echo Show 5 by Alexa (newest model), Smart display with 2x the bass and clearer sound, Charcoal", "asin": "", "price": "$64.99", "quantity": ""},
{"title": "SAMSUNG Galaxy S24 FE AI Phone, 128GB Unlocked Android Smartphone, High-Res 50MP Camera, Long Battery Life, Brighter Display Screen, US Version, 2024, US 1 Yr Manufacturer Warranty, Graphite", "asin": "", "price": "$499.99", "quantity": ""},
{"title": "Ice Pack (3-Piece Set) \u2013 Reusable Hot and Cold Therapy Gel Wrap Support Injury Recovery, Alleviate Joint and Muscle Pain \u2013 Rotator Cuff, Knees, Back & More (3 Piece Set - Classic)", "asin": "", "price": "$15.18", "quantity": ""},
{"title": "36Pcs Knee Patches,Wormwood Extract Sticker 8-Hour Heat Patches of Joint for Knee, Back, Neck, Shoulder", "asin": "B09QSCPRT3", "price": "$19.99", "quantity": ""},
{"title": "Flonase Allergy Relief Nasal Spray, 24-Hour Non-Drowsy Multi-Symptom Relief \u2013 144 Sprays, Bonus Pack of Tissues", "asin": "B09J1992NY", "price": "$27.99", "quantity": ""},
{"title": "SaltWrap Mag R&R - Nighttime Muscle Cramps Support, Natural Sleep Support for Adults with Magnesium Glycinate for Muscle Spasm and Leg Cramps Relief, 90 Capsules", "asin": "B01BRKA2YU", "price": "$39.95", "quantity": ""},
{"title": "Wellnee Original Herbal Knee Patch - Wellknee Plaster for Knee Support & Muscle Pain - Maximum Strength for a Temporary Relief - Adhesive Heat Patches Made with Natural Herbs for Wellness (10 Pads)", "asin": "B0D5M6RH5W", "price": "$21.99", "quantity": ""},
{"title": "Pain Relief Patches 36 Pcs, Heat Patches for Pain Relief Fast-Acting Patches Long Lasting Relief of Joint Pains for Knee, Back, Neck, Shoulder Pain", "asin": "B0C4655485", "price": "$19.99", "quantity": ""},
{"title": "Puregen Labs Lidocaine 4% Numbing Patch Maximum Strength | Fast Acting Temporary Relief of Aches | Back, Neck, Shoulders, Elbows, Knees - Unscented | 30 Patches", "asin": "B0DG63B3P5", "price": "$26.95", "quantity": ""},
{"title": "Knee Patch, 36 Count Knee Relief Patch, Herbal Knee Patches for Relief Heat Patch Wormwood Patches for Joint, Back, Neck, and Shoulder, Athletes, Seniors", "asin": "B0DT8Z7KM1", "price": "$21.98", "quantity": ""},
{"title": "Knee Patch 36 Pcs, Long Lasting of Muscle Joint, Shoulder and Neck Patches, Herbal Heat Compress Knee Patch", "asin": "B08ZHJYYSC", "price": "$18.99", "quantity": ""},
{"title": "MyrRhe 36 PCS Knee Patches, Warming Patches for Knee, Natural Wormwood Extract Sticker for Knee,Shoulder,Back,Neck Protable", "asin": "B0DFWL9QLG", "price": "$16.98", "quantity": ""},
{"title": "Amazon Basic Care Dual Action Acetaminophen 250 mg and Ibuprofen (NSAID) 125 mg Tablets, 216 Count", "asin": "", "price": "$20.69", "quantity": ""},
{"title": "Amazon Basic Care Maximum Strength OTC Pain Relief , 4% Lidocaine Patch, 3.9\u201d x 5.5\u201d, 15-Count Box (Previously HealthWise)", "asin": "", "price": "$12.20", "quantity": ""},
{"title": "Amazon Basic Care Medicated Cold Hot 5% Menthol Patch, 7.87\u201d x 3.93\u201d, 15-Count Box (Previously HealthWise)", "asin": "", "price": "$15.46", "quantity": ""},
{"title": "Icy Hot Original Pain Relief Patch Variety Pack with 5% Cooling Menthol for Fast-Acting Muscle and Joint Pain Relief, 5 Medium and 5 Large Comfortable Fabric Patches, 10 Ct.", "asin": "", "price": "$11.99", "quantity": ""},
{"title": "Amazon Basic Care Maximum Strength 1% Hydrocortisone Anti-Itch Lotion for Eczema, 3.5 ounce (Pack of 1)", "asin": "", "price": "$10.28", "quantity": ""},
{"title": "Icy Hot Pro No-Mess Pain Relief Patches with Menthol & Camphor & Advanced Hydrogel Technology, 5 Ct.", "asin": "", "price": "$11.97", "quantity": ""},
{"title": "Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)", "asin": "", "price": "$14.99", "quantity": ""},
{"title": "Amazon Basic Care Back and Muscle Pain, Naproxen Sodium Tablets 220 mg, Pain Reliever and Fever Reducer, For Backache, Muscular Aches, Minor Arthritis Pain, Headache and More, 90 Count", "asin": "", "price": "$9.63", "quantity": ""},
{"title": "Icy Hot Nighttime Recovery No-Mess Pain Relief with Roll-On Applicator, 8% Menthol for Targeted Relief from Nighttime Aches and Soreness with Relaxing Lavender Scent, 2 Oz.", "asin": "", "price": "$6.99", "quantity": ""},
{"title": "Amazon Basic Care Maximum Strength Hydrocortisone 1 Percent Anti-Itch Cream Plus 10 Moisturizers, 2 ounce (Pack of 1)", "asin": "", "price": "$8.81", "quantity": ""},
{"title": "Salonpas Pain Relieving Patch for Back, Neck, Shoulder, Knee Pain and Muscle Soreness - 8 Hour Pain Relief - 60 Count", "asin": "", "price": "$10.34", "quantity": ""},
{"title": "Amazon Basic Care Loperamide Hydrochloride Oral Solution, 1 mg per 7.5 mL, Mint Flavor, Anti-Diarrheal Medicine for Ages 6 Years and up, 4 fl oz (Pack of 1)", "asin": "", "price": "$4.49", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "", "price": "$11.98", "quantity": ""},
{"title": "Amazon Basic Care Extra Strength Pain Relief, Acetaminophen Caplets, 500 mg, 200 Count (Packaging may vary)", "asin": "", "price": "$4.79", "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": "2025-04-19T00:49:34.785Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-19T00:49:34.785Z
|
click
|
other
|
rule
|
2025-04-19T00:49:34.785Z
|
click
|
other
|
train
| 376 |
2025-04-19T00:49:34.785Z
|
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": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
<|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": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "price": "$8.66", "quantity": "2"},
{"title": "Salonpas Pain Relieving Patch for Back, Neck, Shoulder, Knee Pain and Muscle Soreness - 8 Hour Pain Relief - 60 Count", "asin": "B01AB4U6PI", "price": "$10.34", "quantity": "1"},
{"title": "Tiger Balm Pain Relieving Patch Large 4 Each 4 Count (Pack of 3)", "asin": "B00HA84YXE", "price": "$20.80", "quantity": "1"},
{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "price": "$1,499.00"},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "price": "$169.00"},
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{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
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{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
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{"title": "Advil Targeted Relief Pain Relieving Cream, Up to 8 Hours of Powerful Relief of Minor Arthritis Pain, Joint Pain, Lower Back Pain and Muscle Pain - 2.3 oz", "asin": "", "price": "$10.98", "quantity": ""},
{"title": "Aspercreme Lidocaine Pain Relief Patch XL for Back, Neck & Shoulder Pain, Topical Patches with Max-Strength 4% Lidocaine & Flexible Fabric Numbs Away Pain, 3 Ct.", "asin": "", "price": "$9.45", "quantity": ""},
{"title": "Tiger Balm Pain Relieving Patch, 5 Count", "asin": "", "price": "", "quantity": ""},
{"title": "Biofreeze Pain Relieving Patches, for Back, Neck, & Knee Pain, Sore Muscle Relief, 8 Hour Pain Relief, Pharmacist Recommended, FSA Eligible, 5 Biofreeze Menthol Patches", "asin": "", "price": "", "quantity": ""},
{"title": "Salonpas Pain Relieving Patch, LARGE, 6 Count, for Back, Neck, Shoulder, Knee Pain and Muscle Soreness, 8 Hour Pain Relief", "asin": "", "price": "", "quantity": ""},
{"title": "Aspercreme Max Strength Lidocaine Pain Relief Patch (5 Count) for Back Pain, Odor Free Pain Patches", "asin": "", "price": "", "quantity": ""},
{"title": "MiraLAX Gentle Constipation Relief Laxative Powder, Stool Softener with PEG 3350, No Harsh Side Effects, Single Dose Mix-In Pax with Mixing Stirrers, Travel Pack, 10 Dose", "asin": "", "price": "", "quantity": ""},
{"title": "Icy Hot Original XL Pain Relief Patch (3 Count) for Back and Large Areas", "asin": "", "price": "", "quantity": ""},
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{"title": "TP-Link Tri-Band BE15000 WiFi 7 Router Archer BE700 | 8-Stream 15Gbps | 1\u00d710G+1\u00d72.5G+2\u00d71G Ports, USB 3.0 | 6 Internal Antennas | VPN Clients & Server | Easy-Mesh, HomeShield, MLO, Private IOT", "asin": "", "price": "$299.99", "quantity": ""},
{"title": "TP-Link Archer BE6500 Dual-Band Wi-Fi 7 Router (Archer BE400) | Dual 2.5 Gbps Ports USB 3.0 | Covers up to 2,400 Sq. ft and 90 Devices | Quad-core CPU| HomeShield, Private IoT for Network Security", "asin": "", "price": "$149.99", "quantity": ""},
{"title": "TP-Link Dual-Band BE3600 WiFi 7 Mesh Wi-Fi Router (Deco BE23) | 4-Stream 3.6 Gbps | 160 Mhz Channels | Covers up to 2,500 Sq.Ft | 2\u00d7 2.5G Ports Wired Backhaul | VPN,MLO,AI-Roaming, HomeShield (1-Pack)", "asin": "", "price": "$79.99", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "", "price": "$5.35", "quantity": ""},
{"title": "TP-Link WiFi 7 BE9300 PCIe WiFi Card for Desktop PC(Archer TBE550E), Tri-Band Wireless Adapter, Bluetooth 5.4, Multicolor Status LED, Supports AMD/Intel Motherboard, Not Compatible with Windows 10", "asin": "", "price": "$79.99", "quantity": ""},
{"title": "iMieet New iPad (A16) 11th Generation Case 11 Inch 2025, iPad 10th Generation Case 2022 10.9 Inch with Pencil Holder, Trifold Stand Smart Cover with Soft TPU Back,Auto Wake/Sleep(Pink)", "asin": "", "price": "$16.99", "quantity": ""},
{"title": "TP-Link EAP610 Ultra-Slim Wireless Access Point for Business | Omada True Wi-Fi 6 AX1800 | DC Adapter Included | Mesh, Seamless Roaming, WPA3, MU-MIMO | Remote & App Control | PoE+ Powered", "asin": "", "price": "$79.99", "quantity": ""},
{"title": "Tire Inflator Portable Air Compressor - 4X Air Pump for Car Tires, 150PSI&10000mAh Portable Tire Inflator for Car, 12DC Air Pump with Pressure Gauge/LED Light, Bike/Motorcycle/Ball/Car Accessories", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "TP-Link AC1200 Gigabit WiFi Router (Archer A6) - Dual Band MU-MIMO Wireless Internet Router, 4 x Antennas, OneMesh and AP mode, Long Range Coverage", "asin": "", "price": "$39.99", "quantity": ""},
{"title": "Amazon Echo Show 5 by Alexa (newest model), Smart display with 2x the bass and clearer sound, Charcoal", "asin": "", "price": "$64.99", "quantity": ""},
{"title": "SAMSUNG Galaxy S24 FE AI Phone, 128GB Unlocked Android Smartphone, High-Res 50MP Camera, Long Battery Life, Brighter Display Screen, US Version, 2024, US 1 Yr Manufacturer Warranty, Graphite", "asin": "", "price": "$499.99", "quantity": ""},
{"title": "Ice Pack (3-Piece Set) \u2013 Reusable Hot and Cold Therapy Gel Wrap Support Injury Recovery, Alleviate Joint and Muscle Pain \u2013 Rotator Cuff, Knees, Back & More (3 Piece Set - Classic)", "asin": "", "price": "$15.18", "quantity": ""},
{"title": "36Pcs Knee Patches,Wormwood Extract Sticker 8-Hour Heat Patches of Joint for Knee, Back, Neck, Shoulder", "asin": "B09QSCPRT3", "price": "$19.99", "quantity": ""},
{"title": "Flonase Allergy Relief Nasal Spray, 24-Hour Non-Drowsy Multi-Symptom Relief \u2013 144 Sprays, Bonus Pack of Tissues", "asin": "B09J1992NY", "price": "$27.99", "quantity": ""},
{"title": "SaltWrap Mag R&R - Nighttime Muscle Cramps Support, Natural Sleep Support for Adults with Magnesium Glycinate for Muscle Spasm and Leg Cramps Relief, 90 Capsules", "asin": "B01BRKA2YU", "price": "$39.95", "quantity": ""},
{"title": "Wellnee Original Herbal Knee Patch - Wellknee Plaster for Knee Support & Muscle Pain - Maximum Strength for a Temporary Relief - Adhesive Heat Patches Made with Natural Herbs for Wellness (10 Pads)", "asin": "B0D5M6RH5W", "price": "$21.99", "quantity": ""},
{"title": "Pain Relief Patches 36 Pcs, Heat Patches for Pain Relief Fast-Acting Patches Long Lasting Relief of Joint Pains for Knee, Back, Neck, Shoulder Pain", "asin": "B0C4655485", "price": "$19.99", "quantity": ""},
{"title": "Puregen Labs Lidocaine 4% Numbing Patch Maximum Strength | Fast Acting Temporary Relief of Aches | Back, Neck, Shoulders, Elbows, Knees - Unscented | 30 Patches", "asin": "B0DG63B3P5", "price": "$26.95", "quantity": ""},
{"title": "Knee Patch, 36 Count Knee Relief Patch, Herbal Knee Patches for Relief Heat Patch Wormwood Patches for Joint, Back, Neck, and Shoulder, Athletes, Seniors", "asin": "B0DT8Z7KM1", "price": "$21.98", "quantity": ""},
{"title": "Knee Patch 36 Pcs, Long Lasting of Muscle Joint, Shoulder and Neck Patches, Herbal Heat Compress Knee Patch", "asin": "B08ZHJYYSC", "price": "$18.99", "quantity": ""},
{"title": "MyrRhe 36 PCS Knee Patches, Warming Patches for Knee, Natural Wormwood Extract Sticker for Knee,Shoulder,Back,Neck Protable", "asin": "B0DFWL9QLG", "price": "$16.98", "quantity": ""},
{"title": "Amazon Basic Care Dual Action Acetaminophen 250 mg and Ibuprofen (NSAID) 125 mg Tablets, 216 Count", "asin": "", "price": "$20.69", "quantity": ""},
{"title": "Amazon Basic Care Maximum Strength OTC Pain Relief , 4% Lidocaine Patch, 3.9\u201d x 5.5\u201d, 15-Count Box (Previously HealthWise)", "asin": "", "price": "$12.20", "quantity": ""},
{"title": "Amazon Basic Care Medicated Cold Hot 5% Menthol Patch, 7.87\u201d x 3.93\u201d, 15-Count Box (Previously HealthWise)", "asin": "", "price": "$15.46", "quantity": ""},
{"title": "Icy Hot Original Pain Relief Patch Variety Pack with 5% Cooling Menthol for Fast-Acting Muscle and Joint Pain Relief, 5 Medium and 5 Large Comfortable Fabric Patches, 10 Ct.", "asin": "", "price": "$11.99", "quantity": ""},
{"title": "Amazon Basic Care Maximum Strength 1% Hydrocortisone Anti-Itch Lotion for Eczema, 3.5 ounce (Pack of 1)", "asin": "", "price": "$10.28", "quantity": ""},
{"title": "Icy Hot Pro No-Mess Pain Relief Patches with Menthol & Camphor & Advanced Hydrogel Technology, 5 Ct.", "asin": "", "price": "$11.97", "quantity": ""},
{"title": "Biofreeze UltraFlex Lidocaine Patches Maximum Strength, Flexible Pain Relief Patch for Lower Back, Lidocaine Patch for Neck, Knee, Shoulder, 4 Large Pain Patches (Large, 4, Count)", "asin": "", "price": "$14.99", "quantity": ""},
{"title": "Amazon Basic Care Back and Muscle Pain, Naproxen Sodium Tablets 220 mg, Pain Reliever and Fever Reducer, For Backache, Muscular Aches, Minor Arthritis Pain, Headache and More, 90 Count", "asin": "", "price": "$9.63", "quantity": ""},
{"title": "Icy Hot Nighttime Recovery No-Mess Pain Relief with Roll-On Applicator, 8% Menthol for Targeted Relief from Nighttime Aches and Soreness with Relaxing Lavender Scent, 2 Oz.", "asin": "", "price": "$6.99", "quantity": ""},
{"title": "Amazon Basic Care Maximum Strength Hydrocortisone 1 Percent Anti-Itch Cream Plus 10 Moisturizers, 2 ounce (Pack of 1)", "asin": "", "price": "$8.81", "quantity": ""},
{"title": "Salonpas Pain Relieving Patch for Back, Neck, Shoulder, Knee Pain and Muscle Soreness - 8 Hour Pain Relief - 60 Count", "asin": "", "price": "$10.34", "quantity": ""},
{"title": "Amazon Basic Care Loperamide Hydrochloride Oral Solution, 1 mg per 7.5 mL, Mint Flavor, Anti-Diarrheal Medicine for Ages 6 Years and up, 4 fl oz (Pack of 1)", "asin": "", "price": "$4.49", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "", "price": "$11.98", "quantity": ""},
{"title": "Amazon Basic Care Extra Strength Pain Relief, Acetaminophen Caplets, 500 mg, 200 Count (Packaging may vary)", "asin": "", "price": "$4.79", "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": "2025-04-19T00:49:34.785Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n{\"timestamp\": \"2025-04-19T00:44:05.364Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:46:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T00:46:04.043Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:14.711Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:35.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:50.315Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:50.571Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:52.518Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:48:38.279Z\", \"action\": \"purchase\", \"action_argument\": \"B00HA84YXE\"}\n{\"timestamp\": \"2025-04-19T00:49:28.516Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:29.261Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:32.189Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T00:49:34.785Z\", \"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\": \"ThermaCare Advanced Back & Hip Therapy Adhesive HeatWraps, Disposable Heat Therapy Patches, Heat Pads for Instant Muscle & Herniated Disc Pain Relief, HSA/FSA Eligible & Approved, L/XL, 10 Count\", \"asin\": \"B09YKV1DR9\", \"price\": \"$29.97\", \"quantity\": \"\"},\n{\"title\": \"ThermaCare Adhesvie Heat Wraps, Portable Neck & Shoulder Heating Pads & Pain Relief Patches for Sore and Stiff Muscles, HSA/FSA Eligible & Approved, 5 Count\", \"asin\": \"B09LHXQBVR\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Salonpas Maximum OTC Strength Lidocaine 4% Pain Relieving Flex Patch, Apply for Up to 8 Hours, Unscented, Thin, Flexible, Lightweight, Patch Stays in Place, 7 Patches\", \"asin\": \"B0BN4JMRZM\", \"price\": \"$12.98\", \"quantity\": \"\"},\n{\"title\": \"Advil Targeted Relief Pain Relieving Cream, Up to 8 Hours of Powerful Relief of Minor Arthritis Pain, Joint Pain, Lower Back Pain and Muscle Pain - 2.3 oz\", \"asin\": \"B0CTTPJSYP\", \"price\": \"$10.98\", \"quantity\": \"\"},\n{\"title\": \"Sumifun Tiger Patches - 32 Counts Chinese Red Tiger Back Patch Ultra Strength Heat Patches for Muscle Joint of Knee Shoulder Neck 4 Packs 8 Each\", \"asin\": \"B0C7KW7WV5\", \"price\": \"$16.24\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot Pro No-Mess Pain Relief Patches with Menthol & Camphor & Advanced Hydrogel Technology, 5 Ct.\", \"asin\": \"B0BJM18ZPJ\", \"price\": \"$11.97\", \"quantity\": \"\"},\n{\"title\": \"Sumifun 4% Lidocaine Pain Relief Patches 30 Count Maximum Strength Numbing Gel Patch for Back Knee Neck Joint Ache Muscle Soreness Topical Analgesic FSA or HSA Eligible\", \"asin\": \"B0CDVW1LPW\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.\", \"asin\": \"B0CSZ5VPDH\", \"price\": \"$11.98\", \"quantity\": \"\"},\n{\"title\": \"Apple AirPods Pro 2 Wireless Earbuds, Bluetooth Headphones, Active Noise Cancellation, Hearing Aid Feature, Transparency, Personalized Spatial Audio, High-Fidelity Sound, H2 Chip, USB-C Charging\", \"asin\": \"B0D1XD1ZV3\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Band-Aid Brand Sterile Flexible Fabric Adhesive Bandages, Comfortable Flexible Protection & Wound Care for Minor Cuts & Scrapes, Pad Designed to Cushion Painful Wounds, One Size, 100 ct\", \"asin\": \"B00006IDL6\", \"price\": \"$8.48\", \"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\": \"B0D3J71RM7\", \"price\": \"$114.99\", \"quantity\": \"\"},\n{\"title\": \"Vicks VapoRub, Original, Cough Suppressant, Topical Chest Rub & Analgesic Ointment, Medicated Vicks Vapors, Relief from Cough Due to Cold, Aches & Pains, 1.76oz\", \"asin\": \"B000PWLU5W\", \"price\": \"$6.47\", \"quantity\": \"\"},\n{\"title\": \"Salonpas Pain Relieving Patch, LARGE, 6 Count, for Back, Neck, Shoulder, Knee Pain and Muscle Soreness, 8 Hour Pain Relief\", \"asin\": \"B01ITWHT7C\", \"price\": \"$5.23\", \"quantity\": \"\"},\n{\"title\": \"DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming\", \"asin\": \"09b0ef8f\", \"price\": \"$5.35\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief\", \"asin\": \"B06X91GH75\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19\", \"quantity\": \"2\", \"selected\": true, \"options\": [{\"Flavor Name\": \"Lidocaine\"}, {\"Size\": \"5 Count (Pack of 1)\"}]},\n{\"title\": \"Salonpas Pain Relieving Patch for Back, Neck, Shoulder, Knee Pain and Muscle Soreness - 8 Hour Pain Relief - 60 Count\", \"asin\": \"B01AB4U6PI\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Tiger Balm Pain Relieving Patch Large 4 Each 4 Count (Pack of 3)\", \"asin\": \"B00HA84YXE\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"4 Count (Pack of 3)\"}]},\n{\"title\": \"Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \\u2014 Silver\", \"asin\": \"B0D3J72NN6\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"selected\": true, \"options\": [{\"Style\": \"Wi-Fi + Cellular\"}, {\"Size\": \"512GB\"}, {\"Color\": \"Silver\"}]},\n{\"title\": \"AppleCare+ for iPad Pro 13-inch (M4) - 2 years\", \"asin\": \"B0D42FL9CG\", \"selected\": true, \"options\": [{\"Style Name\": \"iPad Pro 13-inch (M4)\"}, {\"Configuration\": \"2 Year\"}]},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"WiFi 6E, 10.8Gbps\"}]},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"(NEW) WiFi 7, 9.3Gbps\"}]},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"delivery\": \"FREE pickup Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"delivery\": \"FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"delivery\": \"FREE pickup Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []}],\n\"saved_items\": [{\"title\": \"HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A\", \"asin\": \"B09PY33NHB\", \"options\": [{\"Color\": \"Blue\"}]},\n{\"asin\": \"B09PY33NHB\", \"options\": []},\n{\"title\": \"Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"0521337399\", \"options\": []},\n{\"title\": \"The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback\", \"asin\": \"B00ZT21NMI\", \"options\": []},\n{\"title\": \"Software psychology: Human factors in computer and information systems (Winthrop computer systems series)\", \"asin\": \"0876268165\", \"options\": []},\n{\"title\": \"Outdoor Research Men's Sureshot Pro Gloves, Black, L\", \"asin\": \"B0CBLBPX5P\", \"options\": []},\n{\"title\": \"Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)\", \"asin\": \"B01M1L2NRL\", \"options\": [{\"Style\": \"T300RS GT Racing Wheel\"}]},\n{\"title\": \"CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)\", \"asin\": \"B011ANDC78\", \"options\": [{\"Size\": \"16 Fl Oz (Pack of 2)\"}]},\n{\"title\": \"CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)\", \"asin\": \"B0949SFXBD\", \"options\": [{\"Style\": \"Tool Only\"}, {\"Pattern Name\": \"Blower\"}]},\n{\"title\": \"Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes\", \"asin\": \"B019V1PW5G\", \"options\": [{\"Color\": \"Titanium\"}, {\"Size\": \"1\"}]},\n{\"title\": \"Giro Isode MIPS Cycling Helmet - Men's Matte White\", \"asin\": \"B07HQ6GKWB\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T00:49:37.187Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:49:34.785Z", "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": "ThermaCare Advanced Back & Hip Therapy Adhesive HeatWraps, Disposable Heat Therapy Patches, Heat Pads for Instant Muscle & Herniated Disc Pain Relief, HSA/FSA Eligible & Approved, L/XL, 10 Count", "asin": "B09YKV1DR9", "price": "$29.97", "quantity": ""},
{"title": "ThermaCare Adhesvie Heat Wraps, Portable Neck & Shoulder Heating Pads & Pain Relief Patches for Sore and Stiff Muscles, HSA/FSA Eligible & Approved, 5 Count", "asin": "B09LHXQBVR", "price": "$16.49", "quantity": ""},
{"title": "Salonpas Maximum OTC Strength Lidocaine 4% Pain Relieving Flex Patch, Apply for Up to 8 Hours, Unscented, Thin, Flexible, Lightweight, Patch Stays in Place, 7 Patches", "asin": "B0BN4JMRZM", "price": "$12.98", "quantity": ""},
{"title": "Advil Targeted Relief Pain Relieving Cream, Up to 8 Hours of Powerful Relief of Minor Arthritis Pain, Joint Pain, Lower Back Pain and Muscle Pain - 2.3 oz", "asin": "B0CTTPJSYP", "price": "$10.98", "quantity": ""},
{"title": "Sumifun Tiger Patches - 32 Counts Chinese Red Tiger Back Patch Ultra Strength Heat Patches for Muscle Joint of Knee Shoulder Neck 4 Packs 8 Each", "asin": "B0C7KW7WV5", "price": "$16.24", "quantity": ""},
{"title": "Icy Hot Pro No-Mess Pain Relief Patches with Menthol & Camphor & Advanced Hydrogel Technology, 5 Ct.", "asin": "B0BJM18ZPJ", "price": "$11.97", "quantity": ""},
{"title": "Sumifun 4% Lidocaine Pain Relief Patches 30 Count Maximum Strength Numbing Gel Patch for Back Knee Neck Joint Ache Muscle Soreness Topical Analgesic FSA or HSA Eligible", "asin": "B0CDVW1LPW", "price": "$27.99", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Apple AirPods Pro 2 Wireless Earbuds, Bluetooth Headphones, Active Noise Cancellation, Hearing Aid Feature, Transparency, Personalized Spatial Audio, High-Fidelity Sound, H2 Chip, USB-C Charging", "asin": "B0D1XD1ZV3", "price": "$189.99", "quantity": ""},
{"title": "Band-Aid Brand Sterile Flexible Fabric Adhesive Bandages, Comfortable Flexible Protection & Wound Care for Minor Cuts & Scrapes, Pad Designed to Cushion Painful Wounds, One Size, 100 ct", "asin": "B00006IDL6", "price": "$8.48", "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": "B0D3J71RM7", "price": "$114.99", "quantity": ""},
{"title": "Vicks VapoRub, Original, Cough Suppressant, Topical Chest Rub & Analgesic Ointment, Medicated Vicks Vapors, Relief from Cough Due to Cold, Aches & Pains, 1.76oz", "asin": "B000PWLU5W", "price": "$6.47", "quantity": ""},
{"title": "Salonpas Pain Relieving Patch, LARGE, 6 Count, for Back, Neck, Shoulder, Knee Pain and Muscle Soreness, 8 Hour Pain Relief", "asin": "B01ITWHT7C", "price": "$5.23", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "09b0ef8f", "price": "$5.35", "quantity": ""}],
"active_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "2", "selected": true, "options": [{"Flavor Name": "Lidocaine"}, {"Size": "5 Count (Pack of 1)"}]},
{"title": "Salonpas Pain Relieving Patch for Back, Neck, Shoulder, Knee Pain and Muscle Soreness - 8 Hour Pain Relief - 60 Count", "asin": "B01AB4U6PI", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": true, "options": []},
{"title": "Tiger Balm Pain Relieving Patch Large 4 Each 4 Count (Pack of 3)", "asin": "B00HA84YXE", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": true, "options": [{"Size": "4 Count (Pack of 3)"}]},
{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "selected": true, "options": [{"Style": "Wi-Fi + Cellular"}, {"Size": "512GB"}, {"Color": "Silver"}]},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "selected": true, "options": [{"Style Name": "iPad Pro 13-inch (M4)"}, {"Configuration": "2 Year"}]},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 6E, 10.8Gbps"}]},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "(NEW) WiFi 7, 9.3Gbps"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "One-Day FREE pickup Tomorrow, Apr 19 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:49:37.187Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-19T00:49:37.187Z
|
click
|
cart_page_select
|
rule
|
2025-04-19T00:49:37.187Z
|
click
|
cart_page_select
|
train
| 377 |
2025-04-19T00:49:37.187Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:49:34.785Z", "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": "ThermaCare Advanced Back & Hip Therapy Adhesive HeatWraps, Disposable Heat Therapy Patches, Heat Pads for Instant Muscle & Herniated Disc Pain Relief, HSA/FSA Eligible & Approved, L/XL, 10 Count", "asin": "B09YKV1DR9", "price": "$29.97", "quantity": ""},
{"title": "ThermaCare Adhesvie Heat Wraps, Portable Neck & Shoulder Heating Pads & Pain Relief Patches for Sore and Stiff Muscles, HSA/FSA Eligible & Approved, 5 Count", "asin": "B09LHXQBVR", "price": "$16.49", "quantity": ""},
{"title": "Salonpas Maximum OTC Strength Lidocaine 4% Pain Relieving Flex Patch, Apply for Up to 8 Hours, Unscented, Thin, Flexible, Lightweight, Patch Stays in Place, 7 Patches", "asin": "B0BN4JMRZM", "price": "$12.98", "quantity": ""},
{"title": "Advil Targeted Relief Pain Relieving Cream, Up to 8 Hours of Powerful Relief of Minor Arthritis Pain, Joint Pain, Lower Back Pain and Muscle Pain - 2.3 oz", "asin": "B0CTTPJSYP", "price": "$10.98", "quantity": ""},
{"title": "Sumifun Tiger Patches - 32 Counts Chinese Red Tiger Back Patch Ultra Strength Heat Patches for Muscle Joint of Knee Shoulder Neck 4 Packs 8 Each", "asin": "B0C7KW7WV5", "price": "$16.24", "quantity": ""},
{"title": "Icy Hot Pro No-Mess Pain Relief Patches with Menthol & Camphor & Advanced Hydrogel Technology, 5 Ct.", "asin": "B0BJM18ZPJ", "price": "$11.97", "quantity": ""},
{"title": "Sumifun 4% Lidocaine Pain Relief Patches 30 Count Maximum Strength Numbing Gel Patch for Back Knee Neck Joint Ache Muscle Soreness Topical Analgesic FSA or HSA Eligible", "asin": "B0CDVW1LPW", "price": "$27.99", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Apple AirPods Pro 2 Wireless Earbuds, Bluetooth Headphones, Active Noise Cancellation, Hearing Aid Feature, Transparency, Personalized Spatial Audio, High-Fidelity Sound, H2 Chip, USB-C Charging", "asin": "B0D1XD1ZV3", "price": "$189.99", "quantity": ""},
{"title": "Band-Aid Brand Sterile Flexible Fabric Adhesive Bandages, Comfortable Flexible Protection & Wound Care for Minor Cuts & Scrapes, Pad Designed to Cushion Painful Wounds, One Size, 100 ct", "asin": "B00006IDL6", "price": "$8.48", "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": "B0D3J71RM7", "price": "$114.99", "quantity": ""},
{"title": "Vicks VapoRub, Original, Cough Suppressant, Topical Chest Rub & Analgesic Ointment, Medicated Vicks Vapors, Relief from Cough Due to Cold, Aches & Pains, 1.76oz", "asin": "B000PWLU5W", "price": "$6.47", "quantity": ""},
{"title": "Salonpas Pain Relieving Patch, LARGE, 6 Count, for Back, Neck, Shoulder, Knee Pain and Muscle Soreness, 8 Hour Pain Relief", "asin": "B01ITWHT7C", "price": "$5.23", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "09b0ef8f", "price": "$5.35", "quantity": ""}],
"active_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "2", "selected": true, "options": [{"Flavor Name": "Lidocaine"}, {"Size": "5 Count (Pack of 1)"}]},
{"title": "Salonpas Pain Relieving Patch for Back, Neck, Shoulder, Knee Pain and Muscle Soreness - 8 Hour Pain Relief - 60 Count", "asin": "B01AB4U6PI", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": true, "options": []},
{"title": "Tiger Balm Pain Relieving Patch Large 4 Each 4 Count (Pack of 3)", "asin": "B00HA84YXE", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": true, "options": [{"Size": "4 Count (Pack of 3)"}]},
{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "selected": true, "options": [{"Style": "Wi-Fi + Cellular"}, {"Size": "512GB"}, {"Color": "Silver"}]},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "selected": true, "options": [{"Style Name": "iPad Pro 13-inch (M4)"}, {"Configuration": "2 Year"}]},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 6E, 10.8Gbps"}]},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "(NEW) WiFi 7, 9.3Gbps"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "One-Day FREE pickup Tomorrow, Apr 19 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:49:37.187Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n{\"timestamp\": \"2025-04-19T00:44:05.364Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:46:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T00:46:04.043Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:14.711Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:35.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:50.315Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:50.571Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:52.518Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:48:38.279Z\", \"action\": \"purchase\", \"action_argument\": \"B00HA84YXE\"}\n{\"timestamp\": \"2025-04-19T00:49:28.516Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:29.261Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:32.189Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T00:49:34.785Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:49:37.187Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"ThermaCare Advanced Back & Hip Therapy Adhesive HeatWraps, Disposable Heat Therapy Patches, Heat Pads for Instant Muscle & Herniated Disc Pain Relief, HSA/FSA Eligible & Approved, L/XL, 10 Count\", \"asin\": \"B09YKV1DR9\", \"price\": \"$29.97\", \"quantity\": \"\"},\n{\"title\": \"ThermaCare Adhesvie Heat Wraps, Portable Neck & Shoulder Heating Pads & Pain Relief Patches for Sore and Stiff Muscles, HSA/FSA Eligible & Approved, 5 Count\", \"asin\": \"B09LHXQBVR\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Salonpas Maximum OTC Strength Lidocaine 4% Pain Relieving Flex Patch, Apply for Up to 8 Hours, Unscented, Thin, Flexible, Lightweight, Patch Stays in Place, 7 Patches\", \"asin\": \"B0BN4JMRZM\", \"price\": \"$12.98\", \"quantity\": \"\"},\n{\"title\": \"Advil Targeted Relief Pain Relieving Cream, Up to 8 Hours of Powerful Relief of Minor Arthritis Pain, Joint Pain, Lower Back Pain and Muscle Pain - 2.3 oz\", \"asin\": \"B0CTTPJSYP\", \"price\": \"$10.98\", \"quantity\": \"\"},\n{\"title\": \"Sumifun Tiger Patches - 32 Counts Chinese Red Tiger Back Patch Ultra Strength Heat Patches for Muscle Joint of Knee Shoulder Neck 4 Packs 8 Each\", \"asin\": \"B0C7KW7WV5\", \"price\": \"$16.24\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot Pro No-Mess Pain Relief Patches with Menthol & Camphor & Advanced Hydrogel Technology, 5 Ct.\", \"asin\": \"B0BJM18ZPJ\", \"price\": \"$11.97\", \"quantity\": \"\"},\n{\"title\": \"Sumifun 4% Lidocaine Pain Relief Patches 30 Count Maximum Strength Numbing Gel Patch for Back Knee Neck Joint Ache Muscle Soreness Topical Analgesic FSA or HSA Eligible\", \"asin\": \"B0CDVW1LPW\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.\", \"asin\": \"B0CSZ5VPDH\", \"price\": \"$11.98\", \"quantity\": \"\"},\n{\"title\": \"Apple AirPods Pro 2 Wireless Earbuds, Bluetooth Headphones, Active Noise Cancellation, Hearing Aid Feature, Transparency, Personalized Spatial Audio, High-Fidelity Sound, H2 Chip, USB-C Charging\", \"asin\": \"B0D1XD1ZV3\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Band-Aid Brand Sterile Flexible Fabric Adhesive Bandages, Comfortable Flexible Protection & Wound Care for Minor Cuts & Scrapes, Pad Designed to Cushion Painful Wounds, One Size, 100 ct\", \"asin\": \"B00006IDL6\", \"price\": \"$8.48\", \"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\": \"B0D3J71RM7\", \"price\": \"$114.99\", \"quantity\": \"\"},\n{\"title\": \"Vicks VapoRub, Original, Cough Suppressant, Topical Chest Rub & Analgesic Ointment, Medicated Vicks Vapors, Relief from Cough Due to Cold, Aches & Pains, 1.76oz\", \"asin\": \"B000PWLU5W\", \"price\": \"$6.47\", \"quantity\": \"\"},\n{\"title\": \"Salonpas Pain Relieving Patch, LARGE, 6 Count, for Back, Neck, Shoulder, Knee Pain and Muscle Soreness, 8 Hour Pain Relief\", \"asin\": \"B01ITWHT7C\", \"price\": \"$5.23\", \"quantity\": \"\"},\n{\"title\": \"DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming\", \"asin\": \"09b0ef8f\", \"price\": \"$5.35\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief\", \"asin\": \"B06X91GH75\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19\", \"quantity\": \"2\", \"selected\": true, \"options\": [{\"Flavor Name\": \"Lidocaine\"}, {\"Size\": \"5 Count (Pack of 1)\"}]},\n{\"title\": \"Salonpas Pain Relieving Patch for Back, Neck, Shoulder, Knee Pain and Muscle Soreness - 8 Hour Pain Relief - 60 Count\", \"asin\": \"B01AB4U6PI\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Tiger Balm Pain Relieving Patch Large 4 Each 4 Count (Pack of 3)\", \"asin\": \"B00HA84YXE\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"4 Count (Pack of 3)\"}]},\n{\"title\": \"Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \\u2014 Silver\", \"asin\": \"B0D3J72NN6\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"selected\": true, \"options\": [{\"Style\": \"Wi-Fi + Cellular\"}, {\"Size\": \"512GB\"}, {\"Color\": \"Silver\"}]},\n{\"title\": \"AppleCare+ for iPad Pro 13-inch (M4) - 2 years\", \"asin\": \"B0D42FL9CG\", \"selected\": true, \"options\": [{\"Style Name\": \"iPad Pro 13-inch (M4)\"}, {\"Configuration\": \"2 Year\"}]},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"WiFi 6E, 10.8Gbps\"}]},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"(NEW) WiFi 7, 9.3Gbps\"}]},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"delivery\": \"FREE pickup Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"delivery\": \"FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"delivery\": \"FREE pickup Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []}],\n\"saved_items\": [{\"title\": \"HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A\", \"asin\": \"B09PY33NHB\", \"options\": [{\"Color\": \"Blue\"}]},\n{\"asin\": \"B09PY33NHB\", \"options\": []},\n{\"title\": \"Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"0521337399\", \"options\": []},\n{\"title\": \"The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback\", \"asin\": \"B00ZT21NMI\", \"options\": []},\n{\"title\": \"Software psychology: Human factors in computer and information systems (Winthrop computer systems series)\", \"asin\": \"0876268165\", \"options\": []},\n{\"title\": \"Outdoor Research Men's Sureshot Pro Gloves, Black, L\", \"asin\": \"B0CBLBPX5P\", \"options\": []},\n{\"title\": \"Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)\", \"asin\": \"B01M1L2NRL\", \"options\": [{\"Style\": \"T300RS GT Racing Wheel\"}]},\n{\"title\": \"CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)\", \"asin\": \"B011ANDC78\", \"options\": [{\"Size\": \"16 Fl Oz (Pack of 2)\"}]},\n{\"title\": \"CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)\", \"asin\": \"B0949SFXBD\", \"options\": [{\"Style\": \"Tool Only\"}, {\"Pattern Name\": \"Blower\"}]},\n{\"title\": \"Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes\", \"asin\": \"B019V1PW5G\", \"options\": [{\"Color\": \"Titanium\"}, {\"Size\": \"1\"}]},\n{\"title\": \"Giro Isode MIPS Cycling Helmet - Men's Matte White\", \"asin\": \"B07HQ6GKWB\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T00:49:38.870Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "ThermaCare Advanced Back & Hip Therapy Adhesive HeatWraps, Disposable Heat Therapy Patches, Heat Pads for Instant Muscle & Herniated Disc Pain Relief, HSA/FSA Eligible & Approved, L/XL, 10 Count", "asin": "B09YKV1DR9", "price": "$29.97", "quantity": ""},
{"title": "ThermaCare Adhesvie Heat Wraps, Portable Neck & Shoulder Heating Pads & Pain Relief Patches for Sore and Stiff Muscles, HSA/FSA Eligible & Approved, 5 Count", "asin": "B09LHXQBVR", "price": "$16.49", "quantity": ""},
{"title": "Salonpas Maximum OTC Strength Lidocaine 4% Pain Relieving Flex Patch, Apply for Up to 8 Hours, Unscented, Thin, Flexible, Lightweight, Patch Stays in Place, 7 Patches", "asin": "B0BN4JMRZM", "price": "$12.98", "quantity": ""},
{"title": "Advil Targeted Relief Pain Relieving Cream, Up to 8 Hours of Powerful Relief of Minor Arthritis Pain, Joint Pain, Lower Back Pain and Muscle Pain - 2.3 oz", "asin": "B0CTTPJSYP", "price": "$10.98", "quantity": ""},
{"title": "Sumifun Tiger Patches - 32 Counts Chinese Red Tiger Back Patch Ultra Strength Heat Patches for Muscle Joint of Knee Shoulder Neck 4 Packs 8 Each", "asin": "B0C7KW7WV5", "price": "$16.24", "quantity": ""},
{"title": "Icy Hot Pro No-Mess Pain Relief Patches with Menthol & Camphor & Advanced Hydrogel Technology, 5 Ct.", "asin": "B0BJM18ZPJ", "price": "$11.97", "quantity": ""},
{"title": "Sumifun 4% Lidocaine Pain Relief Patches 30 Count Maximum Strength Numbing Gel Patch for Back Knee Neck Joint Ache Muscle Soreness Topical Analgesic FSA or HSA Eligible", "asin": "B0CDVW1LPW", "price": "$27.99", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Apple AirPods Pro 2 Wireless Earbuds, Bluetooth Headphones, Active Noise Cancellation, Hearing Aid Feature, Transparency, Personalized Spatial Audio, High-Fidelity Sound, H2 Chip, USB-C Charging", "asin": "B0D1XD1ZV3", "price": "$189.99", "quantity": ""},
{"title": "Band-Aid Brand Sterile Flexible Fabric Adhesive Bandages, Comfortable Flexible Protection & Wound Care for Minor Cuts & Scrapes, Pad Designed to Cushion Painful Wounds, One Size, 100 ct", "asin": "B00006IDL6", "price": "$8.48", "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": "B0D3J71RM7", "price": "$114.99", "quantity": ""},
{"title": "Vicks VapoRub, Original, Cough Suppressant, Topical Chest Rub & Analgesic Ointment, Medicated Vicks Vapors, Relief from Cough Due to Cold, Aches & Pains, 1.76oz", "asin": "B000PWLU5W", "price": "$6.47", "quantity": ""},
{"title": "Salonpas Pain Relieving Patch, LARGE, 6 Count, for Back, Neck, Shoulder, Knee Pain and Muscle Soreness, 8 Hour Pain Relief", "asin": "B01ITWHT7C", "price": "$5.23", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "09b0ef8f", "price": "$5.35", "quantity": ""}],
"active_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "2", "selected": true, "options": [{"Flavor Name": "Lidocaine"}, {"Size": "5 Count (Pack of 1)"}]},
{"title": "Salonpas Pain Relieving Patch for Back, Neck, Shoulder, Knee Pain and Muscle Soreness - 8 Hour Pain Relief - 60 Count", "asin": "B01AB4U6PI", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": true, "options": []},
{"title": "Tiger Balm Pain Relieving Patch Large 4 Each 4 Count (Pack of 3)", "asin": "B00HA84YXE", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": true, "options": [{"Size": "4 Count (Pack of 3)"}]},
{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "selected": true, "options": [{"Style": "Wi-Fi + Cellular"}, {"Size": "512GB"}, {"Color": "Silver"}]},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "selected": true, "options": [{"Style Name": "iPad Pro 13-inch (M4)"}, {"Configuration": "2 Year"}]},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 6E, 10.8Gbps"}]},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "(NEW) WiFi 7, 9.3Gbps"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "quantity": "1", "selected": true, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "quantity": "1", "selected": true, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "One-Day FREE pickup Tomorrow, Apr 19 FREE Returns", "quantity": "1", "selected": true, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:49:38.870Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-19T00:49:38.870Z
|
click
|
cart_page_select
|
rule
|
2025-04-19T00:49:38.870Z
|
click
|
cart_page_select
|
train
| 378 |
2025-04-19T00:49:38.870Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "ThermaCare Advanced Back & Hip Therapy Adhesive HeatWraps, Disposable Heat Therapy Patches, Heat Pads for Instant Muscle & Herniated Disc Pain Relief, HSA/FSA Eligible & Approved, L/XL, 10 Count", "asin": "B09YKV1DR9", "price": "$29.97", "quantity": ""},
{"title": "ThermaCare Adhesvie Heat Wraps, Portable Neck & Shoulder Heating Pads & Pain Relief Patches for Sore and Stiff Muscles, HSA/FSA Eligible & Approved, 5 Count", "asin": "B09LHXQBVR", "price": "$16.49", "quantity": ""},
{"title": "Salonpas Maximum OTC Strength Lidocaine 4% Pain Relieving Flex Patch, Apply for Up to 8 Hours, Unscented, Thin, Flexible, Lightweight, Patch Stays in Place, 7 Patches", "asin": "B0BN4JMRZM", "price": "$12.98", "quantity": ""},
{"title": "Advil Targeted Relief Pain Relieving Cream, Up to 8 Hours of Powerful Relief of Minor Arthritis Pain, Joint Pain, Lower Back Pain and Muscle Pain - 2.3 oz", "asin": "B0CTTPJSYP", "price": "$10.98", "quantity": ""},
{"title": "Sumifun Tiger Patches - 32 Counts Chinese Red Tiger Back Patch Ultra Strength Heat Patches for Muscle Joint of Knee Shoulder Neck 4 Packs 8 Each", "asin": "B0C7KW7WV5", "price": "$16.24", "quantity": ""},
{"title": "Icy Hot Pro No-Mess Pain Relief Patches with Menthol & Camphor & Advanced Hydrogel Technology, 5 Ct.", "asin": "B0BJM18ZPJ", "price": "$11.97", "quantity": ""},
{"title": "Sumifun 4% Lidocaine Pain Relief Patches 30 Count Maximum Strength Numbing Gel Patch for Back Knee Neck Joint Ache Muscle Soreness Topical Analgesic FSA or HSA Eligible", "asin": "B0CDVW1LPW", "price": "$27.99", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Apple AirPods Pro 2 Wireless Earbuds, Bluetooth Headphones, Active Noise Cancellation, Hearing Aid Feature, Transparency, Personalized Spatial Audio, High-Fidelity Sound, H2 Chip, USB-C Charging", "asin": "B0D1XD1ZV3", "price": "$189.99", "quantity": ""},
{"title": "Band-Aid Brand Sterile Flexible Fabric Adhesive Bandages, Comfortable Flexible Protection & Wound Care for Minor Cuts & Scrapes, Pad Designed to Cushion Painful Wounds, One Size, 100 ct", "asin": "B00006IDL6", "price": "$8.48", "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": "B0D3J71RM7", "price": "$114.99", "quantity": ""},
{"title": "Vicks VapoRub, Original, Cough Suppressant, Topical Chest Rub & Analgesic Ointment, Medicated Vicks Vapors, Relief from Cough Due to Cold, Aches & Pains, 1.76oz", "asin": "B000PWLU5W", "price": "$6.47", "quantity": ""},
{"title": "Salonpas Pain Relieving Patch, LARGE, 6 Count, for Back, Neck, Shoulder, Knee Pain and Muscle Soreness, 8 Hour Pain Relief", "asin": "B01ITWHT7C", "price": "$5.23", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "09b0ef8f", "price": "$5.35", "quantity": ""}],
"active_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "2", "selected": true, "options": [{"Flavor Name": "Lidocaine"}, {"Size": "5 Count (Pack of 1)"}]},
{"title": "Salonpas Pain Relieving Patch for Back, Neck, Shoulder, Knee Pain and Muscle Soreness - 8 Hour Pain Relief - 60 Count", "asin": "B01AB4U6PI", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": true, "options": []},
{"title": "Tiger Balm Pain Relieving Patch Large 4 Each 4 Count (Pack of 3)", "asin": "B00HA84YXE", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": true, "options": [{"Size": "4 Count (Pack of 3)"}]},
{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "selected": true, "options": [{"Style": "Wi-Fi + Cellular"}, {"Size": "512GB"}, {"Color": "Silver"}]},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "selected": true, "options": [{"Style Name": "iPad Pro 13-inch (M4)"}, {"Configuration": "2 Year"}]},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "WiFi 6E, 10.8Gbps"}]},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "(NEW) WiFi 7, 9.3Gbps"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "quantity": "1", "selected": true, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "quantity": "1", "selected": true, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "One-Day FREE pickup Tomorrow, Apr 19 FREE Returns", "quantity": "1", "selected": true, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:49:38.870Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n{\"timestamp\": \"2025-04-19T00:44:05.364Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:46:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T00:46:04.043Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:14.711Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:35.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:50.315Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:50.571Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:52.518Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:48:38.279Z\", \"action\": \"purchase\", \"action_argument\": \"B00HA84YXE\"}\n{\"timestamp\": \"2025-04-19T00:49:28.516Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:29.261Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:32.189Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T00:49:34.785Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:49:37.187Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:38.870Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"ThermaCare Advanced Back & Hip Therapy Adhesive HeatWraps, Disposable Heat Therapy Patches, Heat Pads for Instant Muscle & Herniated Disc Pain Relief, HSA/FSA Eligible & Approved, L/XL, 10 Count\", \"asin\": \"B09YKV1DR9\", \"price\": \"$29.97\", \"quantity\": \"\"},\n{\"title\": \"ThermaCare Adhesvie Heat Wraps, Portable Neck & Shoulder Heating Pads & Pain Relief Patches for Sore and Stiff Muscles, HSA/FSA Eligible & Approved, 5 Count\", \"asin\": \"B09LHXQBVR\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Salonpas Maximum OTC Strength Lidocaine 4% Pain Relieving Flex Patch, Apply for Up to 8 Hours, Unscented, Thin, Flexible, Lightweight, Patch Stays in Place, 7 Patches\", \"asin\": \"B0BN4JMRZM\", \"price\": \"$12.98\", \"quantity\": \"\"},\n{\"title\": \"Advil Targeted Relief Pain Relieving Cream, Up to 8 Hours of Powerful Relief of Minor Arthritis Pain, Joint Pain, Lower Back Pain and Muscle Pain - 2.3 oz\", \"asin\": \"B0CTTPJSYP\", \"price\": \"$10.98\", \"quantity\": \"\"},\n{\"title\": \"Sumifun Tiger Patches - 32 Counts Chinese Red Tiger Back Patch Ultra Strength Heat Patches for Muscle Joint of Knee Shoulder Neck 4 Packs 8 Each\", \"asin\": \"B0C7KW7WV5\", \"price\": \"$16.24\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot Pro No-Mess Pain Relief Patches with Menthol & Camphor & Advanced Hydrogel Technology, 5 Ct.\", \"asin\": \"B0BJM18ZPJ\", \"price\": \"$11.97\", \"quantity\": \"\"},\n{\"title\": \"Sumifun 4% Lidocaine Pain Relief Patches 30 Count Maximum Strength Numbing Gel Patch for Back Knee Neck Joint Ache Muscle Soreness Topical Analgesic FSA or HSA Eligible\", \"asin\": \"B0CDVW1LPW\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.\", \"asin\": \"B0CSZ5VPDH\", \"price\": \"$11.98\", \"quantity\": \"\"},\n{\"title\": \"Apple AirPods Pro 2 Wireless Earbuds, Bluetooth Headphones, Active Noise Cancellation, Hearing Aid Feature, Transparency, Personalized Spatial Audio, High-Fidelity Sound, H2 Chip, USB-C Charging\", \"asin\": \"B0D1XD1ZV3\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Band-Aid Brand Sterile Flexible Fabric Adhesive Bandages, Comfortable Flexible Protection & Wound Care for Minor Cuts & Scrapes, Pad Designed to Cushion Painful Wounds, One Size, 100 ct\", \"asin\": \"B00006IDL6\", \"price\": \"$8.48\", \"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\": \"B0D3J71RM7\", \"price\": \"$114.99\", \"quantity\": \"\"},\n{\"title\": \"Vicks VapoRub, Original, Cough Suppressant, Topical Chest Rub & Analgesic Ointment, Medicated Vicks Vapors, Relief from Cough Due to Cold, Aches & Pains, 1.76oz\", \"asin\": \"B000PWLU5W\", \"price\": \"$6.47\", \"quantity\": \"\"},\n{\"title\": \"Salonpas Pain Relieving Patch, LARGE, 6 Count, for Back, Neck, Shoulder, Knee Pain and Muscle Soreness, 8 Hour Pain Relief\", \"asin\": \"B01ITWHT7C\", \"price\": \"$5.23\", \"quantity\": \"\"},\n{\"title\": \"DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming\", \"asin\": \"09b0ef8f\", \"price\": \"$5.35\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief\", \"asin\": \"B06X91GH75\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19\", \"quantity\": \"2\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Lidocaine\"}, {\"Size\": \"5 Count (Pack of 1)\"}]},\n{\"title\": \"Salonpas Pain Relieving Patch for Back, Neck, Shoulder, Knee Pain and Muscle Soreness - 8 Hour Pain Relief - 60 Count\", \"asin\": \"B01AB4U6PI\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Tiger Balm Pain Relieving Patch Large 4 Each 4 Count (Pack of 3)\", \"asin\": \"B00HA84YXE\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"4 Count (Pack of 3)\"}]},\n{\"title\": \"Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \\u2014 Silver\", \"asin\": \"B0D3J72NN6\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"selected\": false, \"options\": [{\"Style\": \"Wi-Fi + Cellular\"}, {\"Size\": \"512GB\"}, {\"Color\": \"Silver\"}]},\n{\"title\": \"AppleCare+ for iPad Pro 13-inch (M4) - 2 years\", \"asin\": \"B0D42FL9CG\", \"selected\": true, \"options\": [{\"Style Name\": \"iPad Pro 13-inch (M4)\"}, {\"Configuration\": \"2 Year\"}]},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"WiFi 6E, 10.8Gbps\"}]},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"(NEW) WiFi 7, 9.3Gbps\"}]},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"delivery\": \"FREE pickup Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"delivery\": \"FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"delivery\": \"FREE pickup Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []}],\n\"saved_items\": [{\"title\": \"HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A\", \"asin\": \"B09PY33NHB\", \"options\": [{\"Color\": \"Blue\"}]},\n{\"asin\": \"B09PY33NHB\", \"options\": []},\n{\"title\": \"Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"0521337399\", \"options\": []},\n{\"title\": \"The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback\", \"asin\": \"B00ZT21NMI\", \"options\": []},\n{\"title\": \"Software psychology: Human factors in computer and information systems (Winthrop computer systems series)\", \"asin\": \"0876268165\", \"options\": []},\n{\"title\": \"Outdoor Research Men's Sureshot Pro Gloves, Black, L\", \"asin\": \"B0CBLBPX5P\", \"options\": []},\n{\"title\": \"Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)\", \"asin\": \"B01M1L2NRL\", \"options\": [{\"Style\": \"T300RS GT Racing Wheel\"}]},\n{\"title\": \"CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)\", \"asin\": \"B011ANDC78\", \"options\": [{\"Size\": \"16 Fl Oz (Pack of 2)\"}]},\n{\"title\": \"CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)\", \"asin\": \"B0949SFXBD\", \"options\": [{\"Style\": \"Tool Only\"}, {\"Pattern Name\": \"Blower\"}]},\n{\"title\": \"Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes\", \"asin\": \"B019V1PW5G\", \"options\": [{\"Color\": \"Titanium\"}, {\"Size\": \"1\"}]},\n{\"title\": \"Giro Isode MIPS Cycling Helmet - Men's Matte White\", \"asin\": \"B07HQ6GKWB\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T00:49:41.065Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "ThermaCare Advanced Back & Hip Therapy Adhesive HeatWraps, Disposable Heat Therapy Patches, Heat Pads for Instant Muscle & Herniated Disc Pain Relief, HSA/FSA Eligible & Approved, L/XL, 10 Count", "asin": "B09YKV1DR9", "price": "$29.97", "quantity": ""},
{"title": "ThermaCare Adhesvie Heat Wraps, Portable Neck & Shoulder Heating Pads & Pain Relief Patches for Sore and Stiff Muscles, HSA/FSA Eligible & Approved, 5 Count", "asin": "B09LHXQBVR", "price": "$16.49", "quantity": ""},
{"title": "Salonpas Maximum OTC Strength Lidocaine 4% Pain Relieving Flex Patch, Apply for Up to 8 Hours, Unscented, Thin, Flexible, Lightweight, Patch Stays in Place, 7 Patches", "asin": "B0BN4JMRZM", "price": "$12.98", "quantity": ""},
{"title": "Advil Targeted Relief Pain Relieving Cream, Up to 8 Hours of Powerful Relief of Minor Arthritis Pain, Joint Pain, Lower Back Pain and Muscle Pain - 2.3 oz", "asin": "B0CTTPJSYP", "price": "$10.98", "quantity": ""},
{"title": "Sumifun Tiger Patches - 32 Counts Chinese Red Tiger Back Patch Ultra Strength Heat Patches for Muscle Joint of Knee Shoulder Neck 4 Packs 8 Each", "asin": "B0C7KW7WV5", "price": "$16.24", "quantity": ""},
{"title": "Icy Hot Pro No-Mess Pain Relief Patches with Menthol & Camphor & Advanced Hydrogel Technology, 5 Ct.", "asin": "B0BJM18ZPJ", "price": "$11.97", "quantity": ""},
{"title": "Sumifun 4% Lidocaine Pain Relief Patches 30 Count Maximum Strength Numbing Gel Patch for Back Knee Neck Joint Ache Muscle Soreness Topical Analgesic FSA or HSA Eligible", "asin": "B0CDVW1LPW", "price": "$27.99", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Apple AirPods Pro 2 Wireless Earbuds, Bluetooth Headphones, Active Noise Cancellation, Hearing Aid Feature, Transparency, Personalized Spatial Audio, High-Fidelity Sound, H2 Chip, USB-C Charging", "asin": "B0D1XD1ZV3", "price": "$189.99", "quantity": ""},
{"title": "Band-Aid Brand Sterile Flexible Fabric Adhesive Bandages, Comfortable Flexible Protection & Wound Care for Minor Cuts & Scrapes, Pad Designed to Cushion Painful Wounds, One Size, 100 ct", "asin": "B00006IDL6", "price": "$8.48", "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": "B0D3J71RM7", "price": "$114.99", "quantity": ""},
{"title": "Vicks VapoRub, Original, Cough Suppressant, Topical Chest Rub & Analgesic Ointment, Medicated Vicks Vapors, Relief from Cough Due to Cold, Aches & Pains, 1.76oz", "asin": "B000PWLU5W", "price": "$6.47", "quantity": ""},
{"title": "Salonpas Pain Relieving Patch, LARGE, 6 Count, for Back, Neck, Shoulder, Knee Pain and Muscle Soreness, 8 Hour Pain Relief", "asin": "B01ITWHT7C", "price": "$5.23", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "09b0ef8f", "price": "$5.35", "quantity": ""}],
"active_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "2", "selected": false, "options": [{"Flavor Name": "Lidocaine"}, {"Size": "5 Count (Pack of 1)"}]},
{"title": "Salonpas Pain Relieving Patch for Back, Neck, Shoulder, Knee Pain and Muscle Soreness - 8 Hour Pain Relief - 60 Count", "asin": "B01AB4U6PI", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": false, "options": []},
{"title": "Tiger Balm Pain Relieving Patch Large 4 Each 4 Count (Pack of 3)", "asin": "B00HA84YXE", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": false, "options": [{"Size": "4 Count (Pack of 3)"}]},
{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "selected": false, "options": [{"Style": "Wi-Fi + Cellular"}, {"Size": "512GB"}, {"Color": "Silver"}]},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "selected": true, "options": [{"Style Name": "iPad Pro 13-inch (M4)"}, {"Configuration": "2 Year"}]},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, 10.8Gbps"}]},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "(NEW) WiFi 7, 9.3Gbps"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "One-Day FREE pickup Tomorrow, Apr 19 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:49:41.065Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-19T00:49:41.065Z
|
click
|
cart_page_select
|
rule
|
2025-04-19T00:49:41.065Z
|
click
|
cart_page_select
|
train
| 379 |
2025-04-19T00:49:41.065Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "ThermaCare Advanced Back & Hip Therapy Adhesive HeatWraps, Disposable Heat Therapy Patches, Heat Pads for Instant Muscle & Herniated Disc Pain Relief, HSA/FSA Eligible & Approved, L/XL, 10 Count", "asin": "B09YKV1DR9", "price": "$29.97", "quantity": ""},
{"title": "ThermaCare Adhesvie Heat Wraps, Portable Neck & Shoulder Heating Pads & Pain Relief Patches for Sore and Stiff Muscles, HSA/FSA Eligible & Approved, 5 Count", "asin": "B09LHXQBVR", "price": "$16.49", "quantity": ""},
{"title": "Salonpas Maximum OTC Strength Lidocaine 4% Pain Relieving Flex Patch, Apply for Up to 8 Hours, Unscented, Thin, Flexible, Lightweight, Patch Stays in Place, 7 Patches", "asin": "B0BN4JMRZM", "price": "$12.98", "quantity": ""},
{"title": "Advil Targeted Relief Pain Relieving Cream, Up to 8 Hours of Powerful Relief of Minor Arthritis Pain, Joint Pain, Lower Back Pain and Muscle Pain - 2.3 oz", "asin": "B0CTTPJSYP", "price": "$10.98", "quantity": ""},
{"title": "Sumifun Tiger Patches - 32 Counts Chinese Red Tiger Back Patch Ultra Strength Heat Patches for Muscle Joint of Knee Shoulder Neck 4 Packs 8 Each", "asin": "B0C7KW7WV5", "price": "$16.24", "quantity": ""},
{"title": "Icy Hot Pro No-Mess Pain Relief Patches with Menthol & Camphor & Advanced Hydrogel Technology, 5 Ct.", "asin": "B0BJM18ZPJ", "price": "$11.97", "quantity": ""},
{"title": "Sumifun 4% Lidocaine Pain Relief Patches 30 Count Maximum Strength Numbing Gel Patch for Back Knee Neck Joint Ache Muscle Soreness Topical Analgesic FSA or HSA Eligible", "asin": "B0CDVW1LPW", "price": "$27.99", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Apple AirPods Pro 2 Wireless Earbuds, Bluetooth Headphones, Active Noise Cancellation, Hearing Aid Feature, Transparency, Personalized Spatial Audio, High-Fidelity Sound, H2 Chip, USB-C Charging", "asin": "B0D1XD1ZV3", "price": "$189.99", "quantity": ""},
{"title": "Band-Aid Brand Sterile Flexible Fabric Adhesive Bandages, Comfortable Flexible Protection & Wound Care for Minor Cuts & Scrapes, Pad Designed to Cushion Painful Wounds, One Size, 100 ct", "asin": "B00006IDL6", "price": "$8.48", "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": "B0D3J71RM7", "price": "$114.99", "quantity": ""},
{"title": "Vicks VapoRub, Original, Cough Suppressant, Topical Chest Rub & Analgesic Ointment, Medicated Vicks Vapors, Relief from Cough Due to Cold, Aches & Pains, 1.76oz", "asin": "B000PWLU5W", "price": "$6.47", "quantity": ""},
{"title": "Salonpas Pain Relieving Patch, LARGE, 6 Count, for Back, Neck, Shoulder, Knee Pain and Muscle Soreness, 8 Hour Pain Relief", "asin": "B01ITWHT7C", "price": "$5.23", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "09b0ef8f", "price": "$5.35", "quantity": ""}],
"active_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "2", "selected": false, "options": [{"Flavor Name": "Lidocaine"}, {"Size": "5 Count (Pack of 1)"}]},
{"title": "Salonpas Pain Relieving Patch for Back, Neck, Shoulder, Knee Pain and Muscle Soreness - 8 Hour Pain Relief - 60 Count", "asin": "B01AB4U6PI", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": false, "options": []},
{"title": "Tiger Balm Pain Relieving Patch Large 4 Each 4 Count (Pack of 3)", "asin": "B00HA84YXE", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": false, "options": [{"Size": "4 Count (Pack of 3)"}]},
{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "selected": false, "options": [{"Style": "Wi-Fi + Cellular"}, {"Size": "512GB"}, {"Color": "Silver"}]},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "selected": true, "options": [{"Style Name": "iPad Pro 13-inch (M4)"}, {"Configuration": "2 Year"}]},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, 10.8Gbps"}]},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "(NEW) WiFi 7, 9.3Gbps"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "One-Day FREE pickup Tomorrow, Apr 19 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:49:41.065Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n{\"timestamp\": \"2025-04-19T00:44:05.364Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:46:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T00:46:04.043Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:14.711Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:35.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:50.315Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:50.571Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:52.518Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:48:38.279Z\", \"action\": \"purchase\", \"action_argument\": \"B00HA84YXE\"}\n{\"timestamp\": \"2025-04-19T00:49:28.516Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:29.261Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:32.189Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T00:49:34.785Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:49:37.187Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:38.870Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.065Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"ThermaCare Advanced Back & Hip Therapy Adhesive HeatWraps, Disposable Heat Therapy Patches, Heat Pads for Instant Muscle & Herniated Disc Pain Relief, HSA/FSA Eligible & Approved, L/XL, 10 Count\", \"asin\": \"B09YKV1DR9\", \"price\": \"$29.97\", \"quantity\": \"\"},\n{\"title\": \"ThermaCare Adhesvie Heat Wraps, Portable Neck & Shoulder Heating Pads & Pain Relief Patches for Sore and Stiff Muscles, HSA/FSA Eligible & Approved, 5 Count\", \"asin\": \"B09LHXQBVR\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Salonpas Maximum OTC Strength Lidocaine 4% Pain Relieving Flex Patch, Apply for Up to 8 Hours, Unscented, Thin, Flexible, Lightweight, Patch Stays in Place, 7 Patches\", \"asin\": \"B0BN4JMRZM\", \"price\": \"$12.98\", \"quantity\": \"\"},\n{\"title\": \"Advil Targeted Relief Pain Relieving Cream, Up to 8 Hours of Powerful Relief of Minor Arthritis Pain, Joint Pain, Lower Back Pain and Muscle Pain - 2.3 oz\", \"asin\": \"B0CTTPJSYP\", \"price\": \"$10.98\", \"quantity\": \"\"},\n{\"title\": \"Sumifun Tiger Patches - 32 Counts Chinese Red Tiger Back Patch Ultra Strength Heat Patches for Muscle Joint of Knee Shoulder Neck 4 Packs 8 Each\", \"asin\": \"B0C7KW7WV5\", \"price\": \"$16.24\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot Pro No-Mess Pain Relief Patches with Menthol & Camphor & Advanced Hydrogel Technology, 5 Ct.\", \"asin\": \"B0BJM18ZPJ\", \"price\": \"$11.97\", \"quantity\": \"\"},\n{\"title\": \"Sumifun 4% Lidocaine Pain Relief Patches 30 Count Maximum Strength Numbing Gel Patch for Back Knee Neck Joint Ache Muscle Soreness Topical Analgesic FSA or HSA Eligible\", \"asin\": \"B0CDVW1LPW\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.\", \"asin\": \"B0CSZ5VPDH\", \"price\": \"$11.98\", \"quantity\": \"\"},\n{\"title\": \"Apple AirPods Pro 2 Wireless Earbuds, Bluetooth Headphones, Active Noise Cancellation, Hearing Aid Feature, Transparency, Personalized Spatial Audio, High-Fidelity Sound, H2 Chip, USB-C Charging\", \"asin\": \"B0D1XD1ZV3\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Band-Aid Brand Sterile Flexible Fabric Adhesive Bandages, Comfortable Flexible Protection & Wound Care for Minor Cuts & Scrapes, Pad Designed to Cushion Painful Wounds, One Size, 100 ct\", \"asin\": \"B00006IDL6\", \"price\": \"$8.48\", \"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\": \"B0D3J71RM7\", \"price\": \"$114.99\", \"quantity\": \"\"},\n{\"title\": \"Vicks VapoRub, Original, Cough Suppressant, Topical Chest Rub & Analgesic Ointment, Medicated Vicks Vapors, Relief from Cough Due to Cold, Aches & Pains, 1.76oz\", \"asin\": \"B000PWLU5W\", \"price\": \"$6.47\", \"quantity\": \"\"},\n{\"title\": \"Salonpas Pain Relieving Patch, LARGE, 6 Count, for Back, Neck, Shoulder, Knee Pain and Muscle Soreness, 8 Hour Pain Relief\", \"asin\": \"B01ITWHT7C\", \"price\": \"$5.23\", \"quantity\": \"\"},\n{\"title\": \"DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming\", \"asin\": \"09b0ef8f\", \"price\": \"$5.35\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief\", \"asin\": \"B06X91GH75\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19\", \"quantity\": \"2\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Lidocaine\"}, {\"Size\": \"5 Count (Pack of 1)\"}]},\n{\"title\": \"Salonpas Pain Relieving Patch for Back, Neck, Shoulder, Knee Pain and Muscle Soreness - 8 Hour Pain Relief - 60 Count\", \"asin\": \"B01AB4U6PI\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Tiger Balm Pain Relieving Patch Large 4 Each 4 Count (Pack of 3)\", \"asin\": \"B00HA84YXE\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"4 Count (Pack of 3)\"}]},\n{\"title\": \"Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \\u2014 Silver\", \"asin\": \"B0D3J72NN6\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"selected\": false, \"options\": [{\"Style\": \"Wi-Fi + Cellular\"}, {\"Size\": \"512GB\"}, {\"Color\": \"Silver\"}]},\n{\"title\": \"AppleCare+ for iPad Pro 13-inch (M4) - 2 years\", \"asin\": \"B0D42FL9CG\", \"selected\": true, \"options\": [{\"Style Name\": \"iPad Pro 13-inch (M4)\"}, {\"Configuration\": \"2 Year\"}]},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"WiFi 6E, 10.8Gbps\"}]},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"(NEW) WiFi 7, 9.3Gbps\"}]},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"delivery\": \"FREE pickup Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"delivery\": \"FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"delivery\": \"FREE pickup Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []}],\n\"saved_items\": [{\"title\": \"HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A\", \"asin\": \"B09PY33NHB\", \"options\": [{\"Color\": \"Blue\"}]},\n{\"asin\": \"B09PY33NHB\", \"options\": []},\n{\"title\": \"Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"0521337399\", \"options\": []},\n{\"title\": \"The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback\", \"asin\": \"B00ZT21NMI\", \"options\": []},\n{\"title\": \"Software psychology: Human factors in computer and information systems (Winthrop computer systems series)\", \"asin\": \"0876268165\", \"options\": []},\n{\"title\": \"Outdoor Research Men's Sureshot Pro Gloves, Black, L\", \"asin\": \"B0CBLBPX5P\", \"options\": []},\n{\"title\": \"Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)\", \"asin\": \"B01M1L2NRL\", \"options\": [{\"Style\": \"T300RS GT Racing Wheel\"}]},\n{\"title\": \"CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)\", \"asin\": \"B011ANDC78\", \"options\": [{\"Size\": \"16 Fl Oz (Pack of 2)\"}]},\n{\"title\": \"CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)\", \"asin\": \"B0949SFXBD\", \"options\": [{\"Style\": \"Tool Only\"}, {\"Pattern Name\": \"Blower\"}]},\n{\"title\": \"Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes\", \"asin\": \"B019V1PW5G\", \"options\": [{\"Color\": \"Titanium\"}, {\"Size\": \"1\"}]},\n{\"title\": \"Giro Isode MIPS Cycling Helmet - Men's Matte White\", \"asin\": \"B07HQ6GKWB\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T00:49:41.085Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "ThermaCare Advanced Back & Hip Therapy Adhesive HeatWraps, Disposable Heat Therapy Patches, Heat Pads for Instant Muscle & Herniated Disc Pain Relief, HSA/FSA Eligible & Approved, L/XL, 10 Count", "asin": "B09YKV1DR9", "price": "$29.97", "quantity": ""},
{"title": "ThermaCare Adhesvie Heat Wraps, Portable Neck & Shoulder Heating Pads & Pain Relief Patches for Sore and Stiff Muscles, HSA/FSA Eligible & Approved, 5 Count", "asin": "B09LHXQBVR", "price": "$16.49", "quantity": ""},
{"title": "Salonpas Maximum OTC Strength Lidocaine 4% Pain Relieving Flex Patch, Apply for Up to 8 Hours, Unscented, Thin, Flexible, Lightweight, Patch Stays in Place, 7 Patches", "asin": "B0BN4JMRZM", "price": "$12.98", "quantity": ""},
{"title": "Advil Targeted Relief Pain Relieving Cream, Up to 8 Hours of Powerful Relief of Minor Arthritis Pain, Joint Pain, Lower Back Pain and Muscle Pain - 2.3 oz", "asin": "B0CTTPJSYP", "price": "$10.98", "quantity": ""},
{"title": "Sumifun Tiger Patches - 32 Counts Chinese Red Tiger Back Patch Ultra Strength Heat Patches for Muscle Joint of Knee Shoulder Neck 4 Packs 8 Each", "asin": "B0C7KW7WV5", "price": "$16.24", "quantity": ""},
{"title": "Icy Hot Pro No-Mess Pain Relief Patches with Menthol & Camphor & Advanced Hydrogel Technology, 5 Ct.", "asin": "B0BJM18ZPJ", "price": "$11.97", "quantity": ""},
{"title": "Sumifun 4% Lidocaine Pain Relief Patches 30 Count Maximum Strength Numbing Gel Patch for Back Knee Neck Joint Ache Muscle Soreness Topical Analgesic FSA or HSA Eligible", "asin": "B0CDVW1LPW", "price": "$27.99", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Apple AirPods Pro 2 Wireless Earbuds, Bluetooth Headphones, Active Noise Cancellation, Hearing Aid Feature, Transparency, Personalized Spatial Audio, High-Fidelity Sound, H2 Chip, USB-C Charging", "asin": "B0D1XD1ZV3", "price": "$189.99", "quantity": ""},
{"title": "Band-Aid Brand Sterile Flexible Fabric Adhesive Bandages, Comfortable Flexible Protection & Wound Care for Minor Cuts & Scrapes, Pad Designed to Cushion Painful Wounds, One Size, 100 ct", "asin": "B00006IDL6", "price": "$8.48", "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": "B0D3J71RM7", "price": "$114.99", "quantity": ""},
{"title": "Vicks VapoRub, Original, Cough Suppressant, Topical Chest Rub & Analgesic Ointment, Medicated Vicks Vapors, Relief from Cough Due to Cold, Aches & Pains, 1.76oz", "asin": "B000PWLU5W", "price": "$6.47", "quantity": ""},
{"title": "Salonpas Pain Relieving Patch, LARGE, 6 Count, for Back, Neck, Shoulder, Knee Pain and Muscle Soreness, 8 Hour Pain Relief", "asin": "B01ITWHT7C", "price": "$5.23", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "09b0ef8f", "price": "$5.35", "quantity": ""}],
"active_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "2", "selected": false, "options": [{"Flavor Name": "Lidocaine"}, {"Size": "5 Count (Pack of 1)"}]},
{"title": "Salonpas Pain Relieving Patch for Back, Neck, Shoulder, Knee Pain and Muscle Soreness - 8 Hour Pain Relief - 60 Count", "asin": "B01AB4U6PI", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": false, "options": []},
{"title": "Tiger Balm Pain Relieving Patch Large 4 Each 4 Count (Pack of 3)", "asin": "B00HA84YXE", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": false, "options": [{"Size": "4 Count (Pack of 3)"}]},
{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "selected": false, "options": [{"Style": "Wi-Fi + Cellular"}, {"Size": "512GB"}, {"Color": "Silver"}]},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "selected": true, "options": [{"Style Name": "iPad Pro 13-inch (M4)"}, {"Configuration": "2 Year"}]},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, 10.8Gbps"}]},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "(NEW) WiFi 7, 9.3Gbps"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "One-Day FREE pickup Tomorrow, Apr 19 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:49:41.085Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-19T00:49:41.085Z
|
click
|
cart_page_select
|
rule
|
2025-04-19T00:49:41.085Z
|
click
|
cart_page_select
|
train
| 380 |
2025-04-19T00:49:41.085Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "ThermaCare Advanced Back & Hip Therapy Adhesive HeatWraps, Disposable Heat Therapy Patches, Heat Pads for Instant Muscle & Herniated Disc Pain Relief, HSA/FSA Eligible & Approved, L/XL, 10 Count", "asin": "B09YKV1DR9", "price": "$29.97", "quantity": ""},
{"title": "ThermaCare Adhesvie Heat Wraps, Portable Neck & Shoulder Heating Pads & Pain Relief Patches for Sore and Stiff Muscles, HSA/FSA Eligible & Approved, 5 Count", "asin": "B09LHXQBVR", "price": "$16.49", "quantity": ""},
{"title": "Salonpas Maximum OTC Strength Lidocaine 4% Pain Relieving Flex Patch, Apply for Up to 8 Hours, Unscented, Thin, Flexible, Lightweight, Patch Stays in Place, 7 Patches", "asin": "B0BN4JMRZM", "price": "$12.98", "quantity": ""},
{"title": "Advil Targeted Relief Pain Relieving Cream, Up to 8 Hours of Powerful Relief of Minor Arthritis Pain, Joint Pain, Lower Back Pain and Muscle Pain - 2.3 oz", "asin": "B0CTTPJSYP", "price": "$10.98", "quantity": ""},
{"title": "Sumifun Tiger Patches - 32 Counts Chinese Red Tiger Back Patch Ultra Strength Heat Patches for Muscle Joint of Knee Shoulder Neck 4 Packs 8 Each", "asin": "B0C7KW7WV5", "price": "$16.24", "quantity": ""},
{"title": "Icy Hot Pro No-Mess Pain Relief Patches with Menthol & Camphor & Advanced Hydrogel Technology, 5 Ct.", "asin": "B0BJM18ZPJ", "price": "$11.97", "quantity": ""},
{"title": "Sumifun 4% Lidocaine Pain Relief Patches 30 Count Maximum Strength Numbing Gel Patch for Back Knee Neck Joint Ache Muscle Soreness Topical Analgesic FSA or HSA Eligible", "asin": "B0CDVW1LPW", "price": "$27.99", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Apple AirPods Pro 2 Wireless Earbuds, Bluetooth Headphones, Active Noise Cancellation, Hearing Aid Feature, Transparency, Personalized Spatial Audio, High-Fidelity Sound, H2 Chip, USB-C Charging", "asin": "B0D1XD1ZV3", "price": "$189.99", "quantity": ""},
{"title": "Band-Aid Brand Sterile Flexible Fabric Adhesive Bandages, Comfortable Flexible Protection & Wound Care for Minor Cuts & Scrapes, Pad Designed to Cushion Painful Wounds, One Size, 100 ct", "asin": "B00006IDL6", "price": "$8.48", "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": "B0D3J71RM7", "price": "$114.99", "quantity": ""},
{"title": "Vicks VapoRub, Original, Cough Suppressant, Topical Chest Rub & Analgesic Ointment, Medicated Vicks Vapors, Relief from Cough Due to Cold, Aches & Pains, 1.76oz", "asin": "B000PWLU5W", "price": "$6.47", "quantity": ""},
{"title": "Salonpas Pain Relieving Patch, LARGE, 6 Count, for Back, Neck, Shoulder, Knee Pain and Muscle Soreness, 8 Hour Pain Relief", "asin": "B01ITWHT7C", "price": "$5.23", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "09b0ef8f", "price": "$5.35", "quantity": ""}],
"active_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "2", "selected": false, "options": [{"Flavor Name": "Lidocaine"}, {"Size": "5 Count (Pack of 1)"}]},
{"title": "Salonpas Pain Relieving Patch for Back, Neck, Shoulder, Knee Pain and Muscle Soreness - 8 Hour Pain Relief - 60 Count", "asin": "B01AB4U6PI", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": false, "options": []},
{"title": "Tiger Balm Pain Relieving Patch Large 4 Each 4 Count (Pack of 3)", "asin": "B00HA84YXE", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": false, "options": [{"Size": "4 Count (Pack of 3)"}]},
{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "selected": false, "options": [{"Style": "Wi-Fi + Cellular"}, {"Size": "512GB"}, {"Color": "Silver"}]},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "selected": true, "options": [{"Style Name": "iPad Pro 13-inch (M4)"}, {"Configuration": "2 Year"}]},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, 10.8Gbps"}]},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "(NEW) WiFi 7, 9.3Gbps"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "One-Day FREE pickup Tomorrow, Apr 19 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:49:41.085Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n{\"timestamp\": \"2025-04-19T00:44:05.364Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:46:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T00:46:04.043Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:14.711Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:35.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:50.315Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:50.571Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:52.518Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:48:38.279Z\", \"action\": \"purchase\", \"action_argument\": \"B00HA84YXE\"}\n{\"timestamp\": \"2025-04-19T00:49:28.516Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:29.261Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:32.189Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T00:49:34.785Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:49:37.187Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:38.870Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.065Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.085Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"ThermaCare Advanced Back & Hip Therapy Adhesive HeatWraps, Disposable Heat Therapy Patches, Heat Pads for Instant Muscle & Herniated Disc Pain Relief, HSA/FSA Eligible & Approved, L/XL, 10 Count\", \"asin\": \"B09YKV1DR9\", \"price\": \"$29.97\", \"quantity\": \"\"},\n{\"title\": \"ThermaCare Adhesvie Heat Wraps, Portable Neck & Shoulder Heating Pads & Pain Relief Patches for Sore and Stiff Muscles, HSA/FSA Eligible & Approved, 5 Count\", \"asin\": \"B09LHXQBVR\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Salonpas Maximum OTC Strength Lidocaine 4% Pain Relieving Flex Patch, Apply for Up to 8 Hours, Unscented, Thin, Flexible, Lightweight, Patch Stays in Place, 7 Patches\", \"asin\": \"B0BN4JMRZM\", \"price\": \"$12.98\", \"quantity\": \"\"},\n{\"title\": \"Advil Targeted Relief Pain Relieving Cream, Up to 8 Hours of Powerful Relief of Minor Arthritis Pain, Joint Pain, Lower Back Pain and Muscle Pain - 2.3 oz\", \"asin\": \"B0CTTPJSYP\", \"price\": \"$10.98\", \"quantity\": \"\"},\n{\"title\": \"Sumifun Tiger Patches - 32 Counts Chinese Red Tiger Back Patch Ultra Strength Heat Patches for Muscle Joint of Knee Shoulder Neck 4 Packs 8 Each\", \"asin\": \"B0C7KW7WV5\", \"price\": \"$16.24\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot Pro No-Mess Pain Relief Patches with Menthol & Camphor & Advanced Hydrogel Technology, 5 Ct.\", \"asin\": \"B0BJM18ZPJ\", \"price\": \"$11.97\", \"quantity\": \"\"},\n{\"title\": \"Sumifun 4% Lidocaine Pain Relief Patches 30 Count Maximum Strength Numbing Gel Patch for Back Knee Neck Joint Ache Muscle Soreness Topical Analgesic FSA or HSA Eligible\", \"asin\": \"B0CDVW1LPW\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.\", \"asin\": \"B0CSZ5VPDH\", \"price\": \"$11.98\", \"quantity\": \"\"},\n{\"title\": \"Apple AirPods Pro 2 Wireless Earbuds, Bluetooth Headphones, Active Noise Cancellation, Hearing Aid Feature, Transparency, Personalized Spatial Audio, High-Fidelity Sound, H2 Chip, USB-C Charging\", \"asin\": \"B0D1XD1ZV3\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Band-Aid Brand Sterile Flexible Fabric Adhesive Bandages, Comfortable Flexible Protection & Wound Care for Minor Cuts & Scrapes, Pad Designed to Cushion Painful Wounds, One Size, 100 ct\", \"asin\": \"B00006IDL6\", \"price\": \"$8.48\", \"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\": \"B0D3J71RM7\", \"price\": \"$114.99\", \"quantity\": \"\"},\n{\"title\": \"Vicks VapoRub, Original, Cough Suppressant, Topical Chest Rub & Analgesic Ointment, Medicated Vicks Vapors, Relief from Cough Due to Cold, Aches & Pains, 1.76oz\", \"asin\": \"B000PWLU5W\", \"price\": \"$6.47\", \"quantity\": \"\"},\n{\"title\": \"Salonpas Pain Relieving Patch, LARGE, 6 Count, for Back, Neck, Shoulder, Knee Pain and Muscle Soreness, 8 Hour Pain Relief\", \"asin\": \"B01ITWHT7C\", \"price\": \"$5.23\", \"quantity\": \"\"},\n{\"title\": \"DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming\", \"asin\": \"09b0ef8f\", \"price\": \"$5.35\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief\", \"asin\": \"B06X91GH75\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19\", \"quantity\": \"2\", \"selected\": true, \"options\": [{\"Flavor Name\": \"Lidocaine\"}, {\"Size\": \"5 Count (Pack of 1)\"}]},\n{\"title\": \"Salonpas Pain Relieving Patch for Back, Neck, Shoulder, Knee Pain and Muscle Soreness - 8 Hour Pain Relief - 60 Count\", \"asin\": \"B01AB4U6PI\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Tiger Balm Pain Relieving Patch Large 4 Each 4 Count (Pack of 3)\", \"asin\": \"B00HA84YXE\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"4 Count (Pack of 3)\"}]},\n{\"title\": \"Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \\u2014 Silver\", \"asin\": \"B0D3J72NN6\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"selected\": false, \"options\": [{\"Style\": \"Wi-Fi + Cellular\"}, {\"Size\": \"512GB\"}, {\"Color\": \"Silver\"}]},\n{\"title\": \"AppleCare+ for iPad Pro 13-inch (M4) - 2 years\", \"asin\": \"B0D42FL9CG\", \"selected\": true, \"options\": [{\"Style Name\": \"iPad Pro 13-inch (M4)\"}, {\"Configuration\": \"2 Year\"}]},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"WiFi 6E, 10.8Gbps\"}]},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"(NEW) WiFi 7, 9.3Gbps\"}]},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"delivery\": \"FREE pickup Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"delivery\": \"FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"delivery\": \"FREE pickup Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []}],\n\"saved_items\": [{\"title\": \"HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A\", \"asin\": \"B09PY33NHB\", \"options\": [{\"Color\": \"Blue\"}]},\n{\"asin\": \"B09PY33NHB\", \"options\": []},\n{\"title\": \"Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"0521337399\", \"options\": []},\n{\"title\": \"The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback\", \"asin\": \"B00ZT21NMI\", \"options\": []},\n{\"title\": \"Software psychology: Human factors in computer and information systems (Winthrop computer systems series)\", \"asin\": \"0876268165\", \"options\": []},\n{\"title\": \"Outdoor Research Men's Sureshot Pro Gloves, Black, L\", \"asin\": \"B0CBLBPX5P\", \"options\": []},\n{\"title\": \"Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)\", \"asin\": \"B01M1L2NRL\", \"options\": [{\"Style\": \"T300RS GT Racing Wheel\"}]},\n{\"title\": \"CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)\", \"asin\": \"B011ANDC78\", \"options\": [{\"Size\": \"16 Fl Oz (Pack of 2)\"}]},\n{\"title\": \"CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)\", \"asin\": \"B0949SFXBD\", \"options\": [{\"Style\": \"Tool Only\"}, {\"Pattern Name\": \"Blower\"}]},\n{\"title\": \"Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes\", \"asin\": \"B019V1PW5G\", \"options\": [{\"Color\": \"Titanium\"}, {\"Size\": \"1\"}]},\n{\"title\": \"Giro Isode MIPS Cycling Helmet - Men's Matte White\", \"asin\": \"B07HQ6GKWB\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T00:49:43.954Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "ThermaCare Advanced Back & Hip Therapy Adhesive HeatWraps, Disposable Heat Therapy Patches, Heat Pads for Instant Muscle & Herniated Disc Pain Relief, HSA/FSA Eligible & Approved, L/XL, 10 Count", "asin": "B09YKV1DR9", "price": "$29.97", "quantity": ""},
{"title": "ThermaCare Adhesvie Heat Wraps, Portable Neck & Shoulder Heating Pads & Pain Relief Patches for Sore and Stiff Muscles, HSA/FSA Eligible & Approved, 5 Count", "asin": "B09LHXQBVR", "price": "$16.49", "quantity": ""},
{"title": "Salonpas Maximum OTC Strength Lidocaine 4% Pain Relieving Flex Patch, Apply for Up to 8 Hours, Unscented, Thin, Flexible, Lightweight, Patch Stays in Place, 7 Patches", "asin": "B0BN4JMRZM", "price": "$12.98", "quantity": ""},
{"title": "Advil Targeted Relief Pain Relieving Cream, Up to 8 Hours of Powerful Relief of Minor Arthritis Pain, Joint Pain, Lower Back Pain and Muscle Pain - 2.3 oz", "asin": "B0CTTPJSYP", "price": "$10.98", "quantity": ""},
{"title": "Sumifun Tiger Patches - 32 Counts Chinese Red Tiger Back Patch Ultra Strength Heat Patches for Muscle Joint of Knee Shoulder Neck 4 Packs 8 Each", "asin": "B0C7KW7WV5", "price": "$16.24", "quantity": ""},
{"title": "Icy Hot Pro No-Mess Pain Relief Patches with Menthol & Camphor & Advanced Hydrogel Technology, 5 Ct.", "asin": "B0BJM18ZPJ", "price": "$11.97", "quantity": ""},
{"title": "Sumifun 4% Lidocaine Pain Relief Patches 30 Count Maximum Strength Numbing Gel Patch for Back Knee Neck Joint Ache Muscle Soreness Topical Analgesic FSA or HSA Eligible", "asin": "B0CDVW1LPW", "price": "$27.99", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Apple AirPods Pro 2 Wireless Earbuds, Bluetooth Headphones, Active Noise Cancellation, Hearing Aid Feature, Transparency, Personalized Spatial Audio, High-Fidelity Sound, H2 Chip, USB-C Charging", "asin": "B0D1XD1ZV3", "price": "$189.99", "quantity": ""},
{"title": "Band-Aid Brand Sterile Flexible Fabric Adhesive Bandages, Comfortable Flexible Protection & Wound Care for Minor Cuts & Scrapes, Pad Designed to Cushion Painful Wounds, One Size, 100 ct", "asin": "B00006IDL6", "price": "$8.48", "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": "B0D3J71RM7", "price": "$114.99", "quantity": ""},
{"title": "Vicks VapoRub, Original, Cough Suppressant, Topical Chest Rub & Analgesic Ointment, Medicated Vicks Vapors, Relief from Cough Due to Cold, Aches & Pains, 1.76oz", "asin": "B000PWLU5W", "price": "$6.47", "quantity": ""},
{"title": "Salonpas Pain Relieving Patch, LARGE, 6 Count, for Back, Neck, Shoulder, Knee Pain and Muscle Soreness, 8 Hour Pain Relief", "asin": "B01ITWHT7C", "price": "$5.23", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "09b0ef8f", "price": "$5.35", "quantity": ""}],
"active_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "2", "selected": true, "options": [{"Flavor Name": "Lidocaine"}, {"Size": "5 Count (Pack of 1)"}]},
{"title": "Salonpas Pain Relieving Patch for Back, Neck, Shoulder, Knee Pain and Muscle Soreness - 8 Hour Pain Relief - 60 Count", "asin": "B01AB4U6PI", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": false, "options": []},
{"title": "Tiger Balm Pain Relieving Patch Large 4 Each 4 Count (Pack of 3)", "asin": "B00HA84YXE", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": false, "options": [{"Size": "4 Count (Pack of 3)"}]},
{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "selected": false, "options": [{"Style": "Wi-Fi + Cellular"}, {"Size": "512GB"}, {"Color": "Silver"}]},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "selected": true, "options": [{"Style Name": "iPad Pro 13-inch (M4)"}, {"Configuration": "2 Year"}]},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, 10.8Gbps"}]},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "(NEW) WiFi 7, 9.3Gbps"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "One-Day FREE pickup Tomorrow, Apr 19 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:49:43.954Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-19T00:49:43.954Z
|
click
|
cart_page_select
|
rule
|
2025-04-19T00:49:43.954Z
|
click
|
cart_page_select
|
train
| 381 |
2025-04-19T00:49:43.954Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "ThermaCare Advanced Back & Hip Therapy Adhesive HeatWraps, Disposable Heat Therapy Patches, Heat Pads for Instant Muscle & Herniated Disc Pain Relief, HSA/FSA Eligible & Approved, L/XL, 10 Count", "asin": "B09YKV1DR9", "price": "$29.97", "quantity": ""},
{"title": "ThermaCare Adhesvie Heat Wraps, Portable Neck & Shoulder Heating Pads & Pain Relief Patches for Sore and Stiff Muscles, HSA/FSA Eligible & Approved, 5 Count", "asin": "B09LHXQBVR", "price": "$16.49", "quantity": ""},
{"title": "Salonpas Maximum OTC Strength Lidocaine 4% Pain Relieving Flex Patch, Apply for Up to 8 Hours, Unscented, Thin, Flexible, Lightweight, Patch Stays in Place, 7 Patches", "asin": "B0BN4JMRZM", "price": "$12.98", "quantity": ""},
{"title": "Advil Targeted Relief Pain Relieving Cream, Up to 8 Hours of Powerful Relief of Minor Arthritis Pain, Joint Pain, Lower Back Pain and Muscle Pain - 2.3 oz", "asin": "B0CTTPJSYP", "price": "$10.98", "quantity": ""},
{"title": "Sumifun Tiger Patches - 32 Counts Chinese Red Tiger Back Patch Ultra Strength Heat Patches for Muscle Joint of Knee Shoulder Neck 4 Packs 8 Each", "asin": "B0C7KW7WV5", "price": "$16.24", "quantity": ""},
{"title": "Icy Hot Pro No-Mess Pain Relief Patches with Menthol & Camphor & Advanced Hydrogel Technology, 5 Ct.", "asin": "B0BJM18ZPJ", "price": "$11.97", "quantity": ""},
{"title": "Sumifun 4% Lidocaine Pain Relief Patches 30 Count Maximum Strength Numbing Gel Patch for Back Knee Neck Joint Ache Muscle Soreness Topical Analgesic FSA or HSA Eligible", "asin": "B0CDVW1LPW", "price": "$27.99", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Apple AirPods Pro 2 Wireless Earbuds, Bluetooth Headphones, Active Noise Cancellation, Hearing Aid Feature, Transparency, Personalized Spatial Audio, High-Fidelity Sound, H2 Chip, USB-C Charging", "asin": "B0D1XD1ZV3", "price": "$189.99", "quantity": ""},
{"title": "Band-Aid Brand Sterile Flexible Fabric Adhesive Bandages, Comfortable Flexible Protection & Wound Care for Minor Cuts & Scrapes, Pad Designed to Cushion Painful Wounds, One Size, 100 ct", "asin": "B00006IDL6", "price": "$8.48", "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": "B0D3J71RM7", "price": "$114.99", "quantity": ""},
{"title": "Vicks VapoRub, Original, Cough Suppressant, Topical Chest Rub & Analgesic Ointment, Medicated Vicks Vapors, Relief from Cough Due to Cold, Aches & Pains, 1.76oz", "asin": "B000PWLU5W", "price": "$6.47", "quantity": ""},
{"title": "Salonpas Pain Relieving Patch, LARGE, 6 Count, for Back, Neck, Shoulder, Knee Pain and Muscle Soreness, 8 Hour Pain Relief", "asin": "B01ITWHT7C", "price": "$5.23", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "09b0ef8f", "price": "$5.35", "quantity": ""}],
"active_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "2", "selected": true, "options": [{"Flavor Name": "Lidocaine"}, {"Size": "5 Count (Pack of 1)"}]},
{"title": "Salonpas Pain Relieving Patch for Back, Neck, Shoulder, Knee Pain and Muscle Soreness - 8 Hour Pain Relief - 60 Count", "asin": "B01AB4U6PI", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": false, "options": []},
{"title": "Tiger Balm Pain Relieving Patch Large 4 Each 4 Count (Pack of 3)", "asin": "B00HA84YXE", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": false, "options": [{"Size": "4 Count (Pack of 3)"}]},
{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "selected": false, "options": [{"Style": "Wi-Fi + Cellular"}, {"Size": "512GB"}, {"Color": "Silver"}]},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "selected": true, "options": [{"Style Name": "iPad Pro 13-inch (M4)"}, {"Configuration": "2 Year"}]},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, 10.8Gbps"}]},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "(NEW) WiFi 7, 9.3Gbps"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "One-Day FREE pickup Tomorrow, Apr 19 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:49:43.954Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n{\"timestamp\": \"2025-04-19T00:44:05.364Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:46:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T00:46:04.043Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:14.711Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:35.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:50.315Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:50.571Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:52.518Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:48:38.279Z\", \"action\": \"purchase\", \"action_argument\": \"B00HA84YXE\"}\n{\"timestamp\": \"2025-04-19T00:49:28.516Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:29.261Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:32.189Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T00:49:34.785Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:49:37.187Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:38.870Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.065Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.085Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:43.954Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"ThermaCare Advanced Back & Hip Therapy Adhesive HeatWraps, Disposable Heat Therapy Patches, Heat Pads for Instant Muscle & Herniated Disc Pain Relief, HSA/FSA Eligible & Approved, L/XL, 10 Count\", \"asin\": \"B09YKV1DR9\", \"price\": \"$29.97\", \"quantity\": \"\"},\n{\"title\": \"ThermaCare Adhesvie Heat Wraps, Portable Neck & Shoulder Heating Pads & Pain Relief Patches for Sore and Stiff Muscles, HSA/FSA Eligible & Approved, 5 Count\", \"asin\": \"B09LHXQBVR\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Salonpas Maximum OTC Strength Lidocaine 4% Pain Relieving Flex Patch, Apply for Up to 8 Hours, Unscented, Thin, Flexible, Lightweight, Patch Stays in Place, 7 Patches\", \"asin\": \"B0BN4JMRZM\", \"price\": \"$12.98\", \"quantity\": \"\"},\n{\"title\": \"Advil Targeted Relief Pain Relieving Cream, Up to 8 Hours of Powerful Relief of Minor Arthritis Pain, Joint Pain, Lower Back Pain and Muscle Pain - 2.3 oz\", \"asin\": \"B0CTTPJSYP\", \"price\": \"$10.98\", \"quantity\": \"\"},\n{\"title\": \"Sumifun Tiger Patches - 32 Counts Chinese Red Tiger Back Patch Ultra Strength Heat Patches for Muscle Joint of Knee Shoulder Neck 4 Packs 8 Each\", \"asin\": \"B0C7KW7WV5\", \"price\": \"$16.24\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot Pro No-Mess Pain Relief Patches with Menthol & Camphor & Advanced Hydrogel Technology, 5 Ct.\", \"asin\": \"B0BJM18ZPJ\", \"price\": \"$11.97\", \"quantity\": \"\"},\n{\"title\": \"Sumifun 4% Lidocaine Pain Relief Patches 30 Count Maximum Strength Numbing Gel Patch for Back Knee Neck Joint Ache Muscle Soreness Topical Analgesic FSA or HSA Eligible\", \"asin\": \"B0CDVW1LPW\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.\", \"asin\": \"B0CSZ5VPDH\", \"price\": \"$11.98\", \"quantity\": \"\"},\n{\"title\": \"Apple AirPods Pro 2 Wireless Earbuds, Bluetooth Headphones, Active Noise Cancellation, Hearing Aid Feature, Transparency, Personalized Spatial Audio, High-Fidelity Sound, H2 Chip, USB-C Charging\", \"asin\": \"B0D1XD1ZV3\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Band-Aid Brand Sterile Flexible Fabric Adhesive Bandages, Comfortable Flexible Protection & Wound Care for Minor Cuts & Scrapes, Pad Designed to Cushion Painful Wounds, One Size, 100 ct\", \"asin\": \"B00006IDL6\", \"price\": \"$8.48\", \"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\": \"B0D3J71RM7\", \"price\": \"$114.99\", \"quantity\": \"\"},\n{\"title\": \"Vicks VapoRub, Original, Cough Suppressant, Topical Chest Rub & Analgesic Ointment, Medicated Vicks Vapors, Relief from Cough Due to Cold, Aches & Pains, 1.76oz\", \"asin\": \"B000PWLU5W\", \"price\": \"$6.47\", \"quantity\": \"\"},\n{\"title\": \"Salonpas Pain Relieving Patch, LARGE, 6 Count, for Back, Neck, Shoulder, Knee Pain and Muscle Soreness, 8 Hour Pain Relief\", \"asin\": \"B01ITWHT7C\", \"price\": \"$5.23\", \"quantity\": \"\"},\n{\"title\": \"DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming\", \"asin\": \"09b0ef8f\", \"price\": \"$5.35\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief\", \"asin\": \"B06X91GH75\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19\", \"quantity\": \"2\", \"selected\": true, \"options\": [{\"Flavor Name\": \"Lidocaine\"}, {\"Size\": \"5 Count (Pack of 1)\"}]},\n{\"title\": \"Salonpas Pain Relieving Patch for Back, Neck, Shoulder, Knee Pain and Muscle Soreness - 8 Hour Pain Relief - 60 Count\", \"asin\": \"B01AB4U6PI\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Tiger Balm Pain Relieving Patch Large 4 Each 4 Count (Pack of 3)\", \"asin\": \"B00HA84YXE\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"4 Count (Pack of 3)\"}]},\n{\"title\": \"Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \\u2014 Silver\", \"asin\": \"B0D3J72NN6\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"selected\": false, \"options\": [{\"Style\": \"Wi-Fi + Cellular\"}, {\"Size\": \"512GB\"}, {\"Color\": \"Silver\"}]},\n{\"title\": \"AppleCare+ for iPad Pro 13-inch (M4) - 2 years\", \"asin\": \"B0D42FL9CG\", \"selected\": true, \"options\": [{\"Style Name\": \"iPad Pro 13-inch (M4)\"}, {\"Configuration\": \"2 Year\"}]},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"WiFi 6E, 10.8Gbps\"}]},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"(NEW) WiFi 7, 9.3Gbps\"}]},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"delivery\": \"FREE pickup Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"delivery\": \"FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"delivery\": \"FREE pickup Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []}],\n\"saved_items\": [{\"title\": \"HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A\", \"asin\": \"B09PY33NHB\", \"options\": [{\"Color\": \"Blue\"}]},\n{\"asin\": \"B09PY33NHB\", \"options\": []},\n{\"title\": \"Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"0521337399\", \"options\": []},\n{\"title\": \"The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback\", \"asin\": \"B00ZT21NMI\", \"options\": []},\n{\"title\": \"Software psychology: Human factors in computer and information systems (Winthrop computer systems series)\", \"asin\": \"0876268165\", \"options\": []},\n{\"title\": \"Outdoor Research Men's Sureshot Pro Gloves, Black, L\", \"asin\": \"B0CBLBPX5P\", \"options\": []},\n{\"title\": \"Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)\", \"asin\": \"B01M1L2NRL\", \"options\": [{\"Style\": \"T300RS GT Racing Wheel\"}]},\n{\"title\": \"CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)\", \"asin\": \"B011ANDC78\", \"options\": [{\"Size\": \"16 Fl Oz (Pack of 2)\"}]},\n{\"title\": \"CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)\", \"asin\": \"B0949SFXBD\", \"options\": [{\"Style\": \"Tool Only\"}, {\"Pattern Name\": \"Blower\"}]},\n{\"title\": \"Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes\", \"asin\": \"B019V1PW5G\", \"options\": [{\"Color\": \"Titanium\"}, {\"Size\": \"1\"}]},\n{\"title\": \"Giro Isode MIPS Cycling Helmet - Men's Matte White\", \"asin\": \"B07HQ6GKWB\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T00:49:43.972Z\", // 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "ThermaCare Advanced Back & Hip Therapy Adhesive HeatWraps, Disposable Heat Therapy Patches, Heat Pads for Instant Muscle & Herniated Disc Pain Relief, HSA/FSA Eligible & Approved, L/XL, 10 Count", "asin": "B09YKV1DR9", "price": "$29.97", "quantity": ""},
{"title": "ThermaCare Adhesvie Heat Wraps, Portable Neck & Shoulder Heating Pads & Pain Relief Patches for Sore and Stiff Muscles, HSA/FSA Eligible & Approved, 5 Count", "asin": "B09LHXQBVR", "price": "$16.49", "quantity": ""},
{"title": "Salonpas Maximum OTC Strength Lidocaine 4% Pain Relieving Flex Patch, Apply for Up to 8 Hours, Unscented, Thin, Flexible, Lightweight, Patch Stays in Place, 7 Patches", "asin": "B0BN4JMRZM", "price": "$12.98", "quantity": ""},
{"title": "Advil Targeted Relief Pain Relieving Cream, Up to 8 Hours of Powerful Relief of Minor Arthritis Pain, Joint Pain, Lower Back Pain and Muscle Pain - 2.3 oz", "asin": "B0CTTPJSYP", "price": "$10.98", "quantity": ""},
{"title": "Sumifun Tiger Patches - 32 Counts Chinese Red Tiger Back Patch Ultra Strength Heat Patches for Muscle Joint of Knee Shoulder Neck 4 Packs 8 Each", "asin": "B0C7KW7WV5", "price": "$16.24", "quantity": ""},
{"title": "Icy Hot Pro No-Mess Pain Relief Patches with Menthol & Camphor & Advanced Hydrogel Technology, 5 Ct.", "asin": "B0BJM18ZPJ", "price": "$11.97", "quantity": ""},
{"title": "Sumifun 4% Lidocaine Pain Relief Patches 30 Count Maximum Strength Numbing Gel Patch for Back Knee Neck Joint Ache Muscle Soreness Topical Analgesic FSA or HSA Eligible", "asin": "B0CDVW1LPW", "price": "$27.99", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Apple AirPods Pro 2 Wireless Earbuds, Bluetooth Headphones, Active Noise Cancellation, Hearing Aid Feature, Transparency, Personalized Spatial Audio, High-Fidelity Sound, H2 Chip, USB-C Charging", "asin": "B0D1XD1ZV3", "price": "$189.99", "quantity": ""},
{"title": "Band-Aid Brand Sterile Flexible Fabric Adhesive Bandages, Comfortable Flexible Protection & Wound Care for Minor Cuts & Scrapes, Pad Designed to Cushion Painful Wounds, One Size, 100 ct", "asin": "B00006IDL6", "price": "$8.48", "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": "B0D3J71RM7", "price": "$114.99", "quantity": ""},
{"title": "Vicks VapoRub, Original, Cough Suppressant, Topical Chest Rub & Analgesic Ointment, Medicated Vicks Vapors, Relief from Cough Due to Cold, Aches & Pains, 1.76oz", "asin": "B000PWLU5W", "price": "$6.47", "quantity": ""},
{"title": "Salonpas Pain Relieving Patch, LARGE, 6 Count, for Back, Neck, Shoulder, Knee Pain and Muscle Soreness, 8 Hour Pain Relief", "asin": "B01ITWHT7C", "price": "$5.23", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "09b0ef8f", "price": "$5.35", "quantity": ""}],
"active_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "2", "selected": true, "options": [{"Flavor Name": "Lidocaine"}, {"Size": "5 Count (Pack of 1)"}]},
{"title": "Salonpas Pain Relieving Patch for Back, Neck, Shoulder, Knee Pain and Muscle Soreness - 8 Hour Pain Relief - 60 Count", "asin": "B01AB4U6PI", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": false, "options": []},
{"title": "Tiger Balm Pain Relieving Patch Large 4 Each 4 Count (Pack of 3)", "asin": "B00HA84YXE", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": false, "options": [{"Size": "4 Count (Pack of 3)"}]},
{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "selected": false, "options": [{"Style": "Wi-Fi + Cellular"}, {"Size": "512GB"}, {"Color": "Silver"}]},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "selected": true, "options": [{"Style Name": "iPad Pro 13-inch (M4)"}, {"Configuration": "2 Year"}]},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, 10.8Gbps"}]},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "(NEW) WiFi 7, 9.3Gbps"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "One-Day FREE pickup Tomorrow, Apr 19 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:49:43.972Z", // 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>
|
2025-04-19T00:49:43.972Z
|
click
|
cart_page_select
|
rule
|
2025-04-19T00:49:43.972Z
|
click
|
cart_page_select
|
train
| 382 |
2025-04-19T00:49:43.972Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "ThermaCare Advanced Back & Hip Therapy Adhesive HeatWraps, Disposable Heat Therapy Patches, Heat Pads for Instant Muscle & Herniated Disc Pain Relief, HSA/FSA Eligible & Approved, L/XL, 10 Count", "asin": "B09YKV1DR9", "price": "$29.97", "quantity": ""},
{"title": "ThermaCare Adhesvie Heat Wraps, Portable Neck & Shoulder Heating Pads & Pain Relief Patches for Sore and Stiff Muscles, HSA/FSA Eligible & Approved, 5 Count", "asin": "B09LHXQBVR", "price": "$16.49", "quantity": ""},
{"title": "Salonpas Maximum OTC Strength Lidocaine 4% Pain Relieving Flex Patch, Apply for Up to 8 Hours, Unscented, Thin, Flexible, Lightweight, Patch Stays in Place, 7 Patches", "asin": "B0BN4JMRZM", "price": "$12.98", "quantity": ""},
{"title": "Advil Targeted Relief Pain Relieving Cream, Up to 8 Hours of Powerful Relief of Minor Arthritis Pain, Joint Pain, Lower Back Pain and Muscle Pain - 2.3 oz", "asin": "B0CTTPJSYP", "price": "$10.98", "quantity": ""},
{"title": "Sumifun Tiger Patches - 32 Counts Chinese Red Tiger Back Patch Ultra Strength Heat Patches for Muscle Joint of Knee Shoulder Neck 4 Packs 8 Each", "asin": "B0C7KW7WV5", "price": "$16.24", "quantity": ""},
{"title": "Icy Hot Pro No-Mess Pain Relief Patches with Menthol & Camphor & Advanced Hydrogel Technology, 5 Ct.", "asin": "B0BJM18ZPJ", "price": "$11.97", "quantity": ""},
{"title": "Sumifun 4% Lidocaine Pain Relief Patches 30 Count Maximum Strength Numbing Gel Patch for Back Knee Neck Joint Ache Muscle Soreness Topical Analgesic FSA or HSA Eligible", "asin": "B0CDVW1LPW", "price": "$27.99", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Apple AirPods Pro 2 Wireless Earbuds, Bluetooth Headphones, Active Noise Cancellation, Hearing Aid Feature, Transparency, Personalized Spatial Audio, High-Fidelity Sound, H2 Chip, USB-C Charging", "asin": "B0D1XD1ZV3", "price": "$189.99", "quantity": ""},
{"title": "Band-Aid Brand Sterile Flexible Fabric Adhesive Bandages, Comfortable Flexible Protection & Wound Care for Minor Cuts & Scrapes, Pad Designed to Cushion Painful Wounds, One Size, 100 ct", "asin": "B00006IDL6", "price": "$8.48", "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": "B0D3J71RM7", "price": "$114.99", "quantity": ""},
{"title": "Vicks VapoRub, Original, Cough Suppressant, Topical Chest Rub & Analgesic Ointment, Medicated Vicks Vapors, Relief from Cough Due to Cold, Aches & Pains, 1.76oz", "asin": "B000PWLU5W", "price": "$6.47", "quantity": ""},
{"title": "Salonpas Pain Relieving Patch, LARGE, 6 Count, for Back, Neck, Shoulder, Knee Pain and Muscle Soreness, 8 Hour Pain Relief", "asin": "B01ITWHT7C", "price": "$5.23", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "09b0ef8f", "price": "$5.35", "quantity": ""}],
"active_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "2", "selected": true, "options": [{"Flavor Name": "Lidocaine"}, {"Size": "5 Count (Pack of 1)"}]},
{"title": "Salonpas Pain Relieving Patch for Back, Neck, Shoulder, Knee Pain and Muscle Soreness - 8 Hour Pain Relief - 60 Count", "asin": "B01AB4U6PI", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": false, "options": []},
{"title": "Tiger Balm Pain Relieving Patch Large 4 Each 4 Count (Pack of 3)", "asin": "B00HA84YXE", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": false, "options": [{"Size": "4 Count (Pack of 3)"}]},
{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "selected": false, "options": [{"Style": "Wi-Fi + Cellular"}, {"Size": "512GB"}, {"Color": "Silver"}]},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "selected": true, "options": [{"Style Name": "iPad Pro 13-inch (M4)"}, {"Configuration": "2 Year"}]},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, 10.8Gbps"}]},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "(NEW) WiFi 7, 9.3Gbps"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "One-Day FREE pickup Tomorrow, Apr 19 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:49:43.972Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n{\"timestamp\": \"2025-04-19T00:44:05.364Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:46:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T00:46:04.043Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:14.711Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:35.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:50.315Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:50.571Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:52.518Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:48:38.279Z\", \"action\": \"purchase\", \"action_argument\": \"B00HA84YXE\"}\n{\"timestamp\": \"2025-04-19T00:49:28.516Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:29.261Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:32.189Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T00:49:34.785Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:49:37.187Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:38.870Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.065Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.085Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:43.954Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:43.972Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"ThermaCare Advanced Back & Hip Therapy Adhesive HeatWraps, Disposable Heat Therapy Patches, Heat Pads for Instant Muscle & Herniated Disc Pain Relief, HSA/FSA Eligible & Approved, L/XL, 10 Count\", \"asin\": \"B09YKV1DR9\", \"price\": \"$29.97\", \"quantity\": \"\"},\n{\"title\": \"ThermaCare Adhesvie Heat Wraps, Portable Neck & Shoulder Heating Pads & Pain Relief Patches for Sore and Stiff Muscles, HSA/FSA Eligible & Approved, 5 Count\", \"asin\": \"B09LHXQBVR\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Salonpas Maximum OTC Strength Lidocaine 4% Pain Relieving Flex Patch, Apply for Up to 8 Hours, Unscented, Thin, Flexible, Lightweight, Patch Stays in Place, 7 Patches\", \"asin\": \"B0BN4JMRZM\", \"price\": \"$12.98\", \"quantity\": \"\"},\n{\"title\": \"Advil Targeted Relief Pain Relieving Cream, Up to 8 Hours of Powerful Relief of Minor Arthritis Pain, Joint Pain, Lower Back Pain and Muscle Pain - 2.3 oz\", \"asin\": \"B0CTTPJSYP\", \"price\": \"$10.98\", \"quantity\": \"\"},\n{\"title\": \"Sumifun Tiger Patches - 32 Counts Chinese Red Tiger Back Patch Ultra Strength Heat Patches for Muscle Joint of Knee Shoulder Neck 4 Packs 8 Each\", \"asin\": \"B0C7KW7WV5\", \"price\": \"$16.24\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot Pro No-Mess Pain Relief Patches with Menthol & Camphor & Advanced Hydrogel Technology, 5 Ct.\", \"asin\": \"B0BJM18ZPJ\", \"price\": \"$11.97\", \"quantity\": \"\"},\n{\"title\": \"Sumifun 4% Lidocaine Pain Relief Patches 30 Count Maximum Strength Numbing Gel Patch for Back Knee Neck Joint Ache Muscle Soreness Topical Analgesic FSA or HSA Eligible\", \"asin\": \"B0CDVW1LPW\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.\", \"asin\": \"B0CSZ5VPDH\", \"price\": \"$11.98\", \"quantity\": \"\"},\n{\"title\": \"Apple AirPods Pro 2 Wireless Earbuds, Bluetooth Headphones, Active Noise Cancellation, Hearing Aid Feature, Transparency, Personalized Spatial Audio, High-Fidelity Sound, H2 Chip, USB-C Charging\", \"asin\": \"B0D1XD1ZV3\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Band-Aid Brand Sterile Flexible Fabric Adhesive Bandages, Comfortable Flexible Protection & Wound Care for Minor Cuts & Scrapes, Pad Designed to Cushion Painful Wounds, One Size, 100 ct\", \"asin\": \"B00006IDL6\", \"price\": \"$8.48\", \"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\": \"B0D3J71RM7\", \"price\": \"$114.99\", \"quantity\": \"\"},\n{\"title\": \"Vicks VapoRub, Original, Cough Suppressant, Topical Chest Rub & Analgesic Ointment, Medicated Vicks Vapors, Relief from Cough Due to Cold, Aches & Pains, 1.76oz\", \"asin\": \"B000PWLU5W\", \"price\": \"$6.47\", \"quantity\": \"\"},\n{\"title\": \"Salonpas Pain Relieving Patch, LARGE, 6 Count, for Back, Neck, Shoulder, Knee Pain and Muscle Soreness, 8 Hour Pain Relief\", \"asin\": \"B01ITWHT7C\", \"price\": \"$5.23\", \"quantity\": \"\"},\n{\"title\": \"DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming\", \"asin\": \"09b0ef8f\", \"price\": \"$5.35\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief\", \"asin\": \"B06X91GH75\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19\", \"quantity\": \"2\", \"selected\": true, \"options\": [{\"Flavor Name\": \"Lidocaine\"}, {\"Size\": \"5 Count (Pack of 1)\"}]},\n{\"title\": \"Salonpas Pain Relieving Patch for Back, Neck, Shoulder, Knee Pain and Muscle Soreness - 8 Hour Pain Relief - 60 Count\", \"asin\": \"B01AB4U6PI\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Tiger Balm Pain Relieving Patch Large 4 Each 4 Count (Pack of 3)\", \"asin\": \"B00HA84YXE\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"4 Count (Pack of 3)\"}]},\n{\"title\": \"Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \\u2014 Silver\", \"asin\": \"B0D3J72NN6\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"selected\": false, \"options\": [{\"Style\": \"Wi-Fi + Cellular\"}, {\"Size\": \"512GB\"}, {\"Color\": \"Silver\"}]},\n{\"title\": \"AppleCare+ for iPad Pro 13-inch (M4) - 2 years\", \"asin\": \"B0D42FL9CG\", \"selected\": true, \"options\": [{\"Style Name\": \"iPad Pro 13-inch (M4)\"}, {\"Configuration\": \"2 Year\"}]},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"WiFi 6E, 10.8Gbps\"}]},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"(NEW) WiFi 7, 9.3Gbps\"}]},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"delivery\": \"FREE pickup Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"delivery\": \"FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"delivery\": \"FREE pickup Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []}],\n\"saved_items\": [{\"title\": \"HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A\", \"asin\": \"B09PY33NHB\", \"options\": [{\"Color\": \"Blue\"}]},\n{\"asin\": \"B09PY33NHB\", \"options\": []},\n{\"title\": \"Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"0521337399\", \"options\": []},\n{\"title\": \"The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback\", \"asin\": \"B00ZT21NMI\", \"options\": []},\n{\"title\": \"Software psychology: Human factors in computer and information systems (Winthrop computer systems series)\", \"asin\": \"0876268165\", \"options\": []},\n{\"title\": \"Outdoor Research Men's Sureshot Pro Gloves, Black, L\", \"asin\": \"B0CBLBPX5P\", \"options\": []},\n{\"title\": \"Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)\", \"asin\": \"B01M1L2NRL\", \"options\": [{\"Style\": \"T300RS GT Racing Wheel\"}]},\n{\"title\": \"CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)\", \"asin\": \"B011ANDC78\", \"options\": [{\"Size\": \"16 Fl Oz (Pack of 2)\"}]},\n{\"title\": \"CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)\", \"asin\": \"B0949SFXBD\", \"options\": [{\"Style\": \"Tool Only\"}, {\"Pattern Name\": \"Blower\"}]},\n{\"title\": \"Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes\", \"asin\": \"B019V1PW5G\", \"options\": [{\"Color\": \"Titanium\"}, {\"Size\": \"1\"}]},\n{\"title\": \"Giro Isode MIPS Cycling Helmet - Men's Matte White\", \"asin\": \"B07HQ6GKWB\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T00:49:47.160Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "ThermaCare Advanced Back & Hip Therapy Adhesive HeatWraps, Disposable Heat Therapy Patches, Heat Pads for Instant Muscle & Herniated Disc Pain Relief, HSA/FSA Eligible & Approved, L/XL, 10 Count", "asin": "B09YKV1DR9", "price": "$29.97", "quantity": ""},
{"title": "ThermaCare Adhesvie Heat Wraps, Portable Neck & Shoulder Heating Pads & Pain Relief Patches for Sore and Stiff Muscles, HSA/FSA Eligible & Approved, 5 Count", "asin": "B09LHXQBVR", "price": "$16.49", "quantity": ""},
{"title": "Salonpas Maximum OTC Strength Lidocaine 4% Pain Relieving Flex Patch, Apply for Up to 8 Hours, Unscented, Thin, Flexible, Lightweight, Patch Stays in Place, 7 Patches", "asin": "B0BN4JMRZM", "price": "$12.98", "quantity": ""},
{"title": "Advil Targeted Relief Pain Relieving Cream, Up to 8 Hours of Powerful Relief of Minor Arthritis Pain, Joint Pain, Lower Back Pain and Muscle Pain - 2.3 oz", "asin": "B0CTTPJSYP", "price": "$10.98", "quantity": ""},
{"title": "Sumifun Tiger Patches - 32 Counts Chinese Red Tiger Back Patch Ultra Strength Heat Patches for Muscle Joint of Knee Shoulder Neck 4 Packs 8 Each", "asin": "B0C7KW7WV5", "price": "$16.24", "quantity": ""},
{"title": "Icy Hot Pro No-Mess Pain Relief Patches with Menthol & Camphor & Advanced Hydrogel Technology, 5 Ct.", "asin": "B0BJM18ZPJ", "price": "$11.97", "quantity": ""},
{"title": "Sumifun 4% Lidocaine Pain Relief Patches 30 Count Maximum Strength Numbing Gel Patch for Back Knee Neck Joint Ache Muscle Soreness Topical Analgesic FSA or HSA Eligible", "asin": "B0CDVW1LPW", "price": "$27.99", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Apple AirPods Pro 2 Wireless Earbuds, Bluetooth Headphones, Active Noise Cancellation, Hearing Aid Feature, Transparency, Personalized Spatial Audio, High-Fidelity Sound, H2 Chip, USB-C Charging", "asin": "B0D1XD1ZV3", "price": "$189.99", "quantity": ""},
{"title": "Band-Aid Brand Sterile Flexible Fabric Adhesive Bandages, Comfortable Flexible Protection & Wound Care for Minor Cuts & Scrapes, Pad Designed to Cushion Painful Wounds, One Size, 100 ct", "asin": "B00006IDL6", "price": "$8.48", "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": "B0D3J71RM7", "price": "$114.99", "quantity": ""},
{"title": "Vicks VapoRub, Original, Cough Suppressant, Topical Chest Rub & Analgesic Ointment, Medicated Vicks Vapors, Relief from Cough Due to Cold, Aches & Pains, 1.76oz", "asin": "B000PWLU5W", "price": "$6.47", "quantity": ""},
{"title": "Salonpas Pain Relieving Patch, LARGE, 6 Count, for Back, Neck, Shoulder, Knee Pain and Muscle Soreness, 8 Hour Pain Relief", "asin": "B01ITWHT7C", "price": "$5.23", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "09b0ef8f", "price": "$5.35", "quantity": ""}],
"active_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "2", "selected": true, "options": [{"Flavor Name": "Lidocaine"}, {"Size": "5 Count (Pack of 1)"}]},
{"title": "Salonpas Pain Relieving Patch for Back, Neck, Shoulder, Knee Pain and Muscle Soreness - 8 Hour Pain Relief - 60 Count", "asin": "B01AB4U6PI", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": true, "options": []},
{"title": "Tiger Balm Pain Relieving Patch Large 4 Each 4 Count (Pack of 3)", "asin": "B00HA84YXE", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": false, "options": [{"Size": "4 Count (Pack of 3)"}]},
{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "selected": false, "options": [{"Style": "Wi-Fi + Cellular"}, {"Size": "512GB"}, {"Color": "Silver"}]},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "selected": true, "options": [{"Style Name": "iPad Pro 13-inch (M4)"}, {"Configuration": "2 Year"}]},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, 10.8Gbps"}]},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "(NEW) WiFi 7, 9.3Gbps"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "One-Day FREE pickup Tomorrow, Apr 19 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:49:47.160Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-19T00:49:47.160Z
|
click
|
cart_page_select
|
rule
|
2025-04-19T00:49:47.160Z
|
click
|
cart_page_select
|
train
| 383 |
2025-04-19T00:49:47.160Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "ThermaCare Advanced Back & Hip Therapy Adhesive HeatWraps, Disposable Heat Therapy Patches, Heat Pads for Instant Muscle & Herniated Disc Pain Relief, HSA/FSA Eligible & Approved, L/XL, 10 Count", "asin": "B09YKV1DR9", "price": "$29.97", "quantity": ""},
{"title": "ThermaCare Adhesvie Heat Wraps, Portable Neck & Shoulder Heating Pads & Pain Relief Patches for Sore and Stiff Muscles, HSA/FSA Eligible & Approved, 5 Count", "asin": "B09LHXQBVR", "price": "$16.49", "quantity": ""},
{"title": "Salonpas Maximum OTC Strength Lidocaine 4% Pain Relieving Flex Patch, Apply for Up to 8 Hours, Unscented, Thin, Flexible, Lightweight, Patch Stays in Place, 7 Patches", "asin": "B0BN4JMRZM", "price": "$12.98", "quantity": ""},
{"title": "Advil Targeted Relief Pain Relieving Cream, Up to 8 Hours of Powerful Relief of Minor Arthritis Pain, Joint Pain, Lower Back Pain and Muscle Pain - 2.3 oz", "asin": "B0CTTPJSYP", "price": "$10.98", "quantity": ""},
{"title": "Sumifun Tiger Patches - 32 Counts Chinese Red Tiger Back Patch Ultra Strength Heat Patches for Muscle Joint of Knee Shoulder Neck 4 Packs 8 Each", "asin": "B0C7KW7WV5", "price": "$16.24", "quantity": ""},
{"title": "Icy Hot Pro No-Mess Pain Relief Patches with Menthol & Camphor & Advanced Hydrogel Technology, 5 Ct.", "asin": "B0BJM18ZPJ", "price": "$11.97", "quantity": ""},
{"title": "Sumifun 4% Lidocaine Pain Relief Patches 30 Count Maximum Strength Numbing Gel Patch for Back Knee Neck Joint Ache Muscle Soreness Topical Analgesic FSA or HSA Eligible", "asin": "B0CDVW1LPW", "price": "$27.99", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Apple AirPods Pro 2 Wireless Earbuds, Bluetooth Headphones, Active Noise Cancellation, Hearing Aid Feature, Transparency, Personalized Spatial Audio, High-Fidelity Sound, H2 Chip, USB-C Charging", "asin": "B0D1XD1ZV3", "price": "$189.99", "quantity": ""},
{"title": "Band-Aid Brand Sterile Flexible Fabric Adhesive Bandages, Comfortable Flexible Protection & Wound Care for Minor Cuts & Scrapes, Pad Designed to Cushion Painful Wounds, One Size, 100 ct", "asin": "B00006IDL6", "price": "$8.48", "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": "B0D3J71RM7", "price": "$114.99", "quantity": ""},
{"title": "Vicks VapoRub, Original, Cough Suppressant, Topical Chest Rub & Analgesic Ointment, Medicated Vicks Vapors, Relief from Cough Due to Cold, Aches & Pains, 1.76oz", "asin": "B000PWLU5W", "price": "$6.47", "quantity": ""},
{"title": "Salonpas Pain Relieving Patch, LARGE, 6 Count, for Back, Neck, Shoulder, Knee Pain and Muscle Soreness, 8 Hour Pain Relief", "asin": "B01ITWHT7C", "price": "$5.23", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "09b0ef8f", "price": "$5.35", "quantity": ""}],
"active_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "2", "selected": true, "options": [{"Flavor Name": "Lidocaine"}, {"Size": "5 Count (Pack of 1)"}]},
{"title": "Salonpas Pain Relieving Patch for Back, Neck, Shoulder, Knee Pain and Muscle Soreness - 8 Hour Pain Relief - 60 Count", "asin": "B01AB4U6PI", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": true, "options": []},
{"title": "Tiger Balm Pain Relieving Patch Large 4 Each 4 Count (Pack of 3)", "asin": "B00HA84YXE", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": false, "options": [{"Size": "4 Count (Pack of 3)"}]},
{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "selected": false, "options": [{"Style": "Wi-Fi + Cellular"}, {"Size": "512GB"}, {"Color": "Silver"}]},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "selected": true, "options": [{"Style Name": "iPad Pro 13-inch (M4)"}, {"Configuration": "2 Year"}]},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, 10.8Gbps"}]},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "(NEW) WiFi 7, 9.3Gbps"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "One-Day FREE pickup Tomorrow, Apr 19 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:49:47.160Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n{\"timestamp\": \"2025-04-19T00:44:05.364Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:46:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T00:46:04.043Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:14.711Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:35.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:50.315Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:50.571Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:52.518Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:48:38.279Z\", \"action\": \"purchase\", \"action_argument\": \"B00HA84YXE\"}\n{\"timestamp\": \"2025-04-19T00:49:28.516Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:29.261Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:32.189Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T00:49:34.785Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:49:37.187Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:38.870Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.065Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.085Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:43.954Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:43.972Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:47.160Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"ThermaCare Advanced Back & Hip Therapy Adhesive HeatWraps, Disposable Heat Therapy Patches, Heat Pads for Instant Muscle & Herniated Disc Pain Relief, HSA/FSA Eligible & Approved, L/XL, 10 Count\", \"asin\": \"B09YKV1DR9\", \"price\": \"$29.97\", \"quantity\": \"\"},\n{\"title\": \"ThermaCare Adhesvie Heat Wraps, Portable Neck & Shoulder Heating Pads & Pain Relief Patches for Sore and Stiff Muscles, HSA/FSA Eligible & Approved, 5 Count\", \"asin\": \"B09LHXQBVR\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Salonpas Maximum OTC Strength Lidocaine 4% Pain Relieving Flex Patch, Apply for Up to 8 Hours, Unscented, Thin, Flexible, Lightweight, Patch Stays in Place, 7 Patches\", \"asin\": \"B0BN4JMRZM\", \"price\": \"$12.98\", \"quantity\": \"\"},\n{\"title\": \"Advil Targeted Relief Pain Relieving Cream, Up to 8 Hours of Powerful Relief of Minor Arthritis Pain, Joint Pain, Lower Back Pain and Muscle Pain - 2.3 oz\", \"asin\": \"B0CTTPJSYP\", \"price\": \"$10.98\", \"quantity\": \"\"},\n{\"title\": \"Sumifun Tiger Patches - 32 Counts Chinese Red Tiger Back Patch Ultra Strength Heat Patches for Muscle Joint of Knee Shoulder Neck 4 Packs 8 Each\", \"asin\": \"B0C7KW7WV5\", \"price\": \"$16.24\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot Pro No-Mess Pain Relief Patches with Menthol & Camphor & Advanced Hydrogel Technology, 5 Ct.\", \"asin\": \"B0BJM18ZPJ\", \"price\": \"$11.97\", \"quantity\": \"\"},\n{\"title\": \"Sumifun 4% Lidocaine Pain Relief Patches 30 Count Maximum Strength Numbing Gel Patch for Back Knee Neck Joint Ache Muscle Soreness Topical Analgesic FSA or HSA Eligible\", \"asin\": \"B0CDVW1LPW\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.\", \"asin\": \"B0CSZ5VPDH\", \"price\": \"$11.98\", \"quantity\": \"\"},\n{\"title\": \"Apple AirPods Pro 2 Wireless Earbuds, Bluetooth Headphones, Active Noise Cancellation, Hearing Aid Feature, Transparency, Personalized Spatial Audio, High-Fidelity Sound, H2 Chip, USB-C Charging\", \"asin\": \"B0D1XD1ZV3\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Band-Aid Brand Sterile Flexible Fabric Adhesive Bandages, Comfortable Flexible Protection & Wound Care for Minor Cuts & Scrapes, Pad Designed to Cushion Painful Wounds, One Size, 100 ct\", \"asin\": \"B00006IDL6\", \"price\": \"$8.48\", \"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\": \"B0D3J71RM7\", \"price\": \"$114.99\", \"quantity\": \"\"},\n{\"title\": \"Vicks VapoRub, Original, Cough Suppressant, Topical Chest Rub & Analgesic Ointment, Medicated Vicks Vapors, Relief from Cough Due to Cold, Aches & Pains, 1.76oz\", \"asin\": \"B000PWLU5W\", \"price\": \"$6.47\", \"quantity\": \"\"},\n{\"title\": \"Salonpas Pain Relieving Patch, LARGE, 6 Count, for Back, Neck, Shoulder, Knee Pain and Muscle Soreness, 8 Hour Pain Relief\", \"asin\": \"B01ITWHT7C\", \"price\": \"$5.23\", \"quantity\": \"\"},\n{\"title\": \"DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming\", \"asin\": \"09b0ef8f\", \"price\": \"$5.35\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief\", \"asin\": \"B06X91GH75\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19\", \"quantity\": \"2\", \"selected\": true, \"options\": [{\"Flavor Name\": \"Lidocaine\"}, {\"Size\": \"5 Count (Pack of 1)\"}]},\n{\"title\": \"Salonpas Pain Relieving Patch for Back, Neck, Shoulder, Knee Pain and Muscle Soreness - 8 Hour Pain Relief - 60 Count\", \"asin\": \"B01AB4U6PI\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Tiger Balm Pain Relieving Patch Large 4 Each 4 Count (Pack of 3)\", \"asin\": \"B00HA84YXE\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"4 Count (Pack of 3)\"}]},\n{\"title\": \"Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \\u2014 Silver\", \"asin\": \"B0D3J72NN6\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"selected\": false, \"options\": [{\"Style\": \"Wi-Fi + Cellular\"}, {\"Size\": \"512GB\"}, {\"Color\": \"Silver\"}]},\n{\"title\": \"AppleCare+ for iPad Pro 13-inch (M4) - 2 years\", \"asin\": \"B0D42FL9CG\", \"selected\": true, \"options\": [{\"Style Name\": \"iPad Pro 13-inch (M4)\"}, {\"Configuration\": \"2 Year\"}]},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"WiFi 6E, 10.8Gbps\"}]},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"(NEW) WiFi 7, 9.3Gbps\"}]},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"delivery\": \"FREE pickup Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"delivery\": \"FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"delivery\": \"FREE pickup Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []}],\n\"saved_items\": [{\"title\": \"HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A\", \"asin\": \"B09PY33NHB\", \"options\": [{\"Color\": \"Blue\"}]},\n{\"asin\": \"B09PY33NHB\", \"options\": []},\n{\"title\": \"Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"0521337399\", \"options\": []},\n{\"title\": \"The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback\", \"asin\": \"B00ZT21NMI\", \"options\": []},\n{\"title\": \"Software psychology: Human factors in computer and information systems (Winthrop computer systems series)\", \"asin\": \"0876268165\", \"options\": []},\n{\"title\": \"Outdoor Research Men's Sureshot Pro Gloves, Black, L\", \"asin\": \"B0CBLBPX5P\", \"options\": []},\n{\"title\": \"Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)\", \"asin\": \"B01M1L2NRL\", \"options\": [{\"Style\": \"T300RS GT Racing Wheel\"}]},\n{\"title\": \"CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)\", \"asin\": \"B011ANDC78\", \"options\": [{\"Size\": \"16 Fl Oz (Pack of 2)\"}]},\n{\"title\": \"CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)\", \"asin\": \"B0949SFXBD\", \"options\": [{\"Style\": \"Tool Only\"}, {\"Pattern Name\": \"Blower\"}]},\n{\"title\": \"Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes\", \"asin\": \"B019V1PW5G\", \"options\": [{\"Color\": \"Titanium\"}, {\"Size\": \"1\"}]},\n{\"title\": \"Giro Isode MIPS Cycling Helmet - Men's Matte White\", \"asin\": \"B07HQ6GKWB\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T00:49:47.181Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.160Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "ThermaCare Advanced Back & Hip Therapy Adhesive HeatWraps, Disposable Heat Therapy Patches, Heat Pads for Instant Muscle & Herniated Disc Pain Relief, HSA/FSA Eligible & Approved, L/XL, 10 Count", "asin": "B09YKV1DR9", "price": "$29.97", "quantity": ""},
{"title": "ThermaCare Adhesvie Heat Wraps, Portable Neck & Shoulder Heating Pads & Pain Relief Patches for Sore and Stiff Muscles, HSA/FSA Eligible & Approved, 5 Count", "asin": "B09LHXQBVR", "price": "$16.49", "quantity": ""},
{"title": "Salonpas Maximum OTC Strength Lidocaine 4% Pain Relieving Flex Patch, Apply for Up to 8 Hours, Unscented, Thin, Flexible, Lightweight, Patch Stays in Place, 7 Patches", "asin": "B0BN4JMRZM", "price": "$12.98", "quantity": ""},
{"title": "Advil Targeted Relief Pain Relieving Cream, Up to 8 Hours of Powerful Relief of Minor Arthritis Pain, Joint Pain, Lower Back Pain and Muscle Pain - 2.3 oz", "asin": "B0CTTPJSYP", "price": "$10.98", "quantity": ""},
{"title": "Sumifun Tiger Patches - 32 Counts Chinese Red Tiger Back Patch Ultra Strength Heat Patches for Muscle Joint of Knee Shoulder Neck 4 Packs 8 Each", "asin": "B0C7KW7WV5", "price": "$16.24", "quantity": ""},
{"title": "Icy Hot Pro No-Mess Pain Relief Patches with Menthol & Camphor & Advanced Hydrogel Technology, 5 Ct.", "asin": "B0BJM18ZPJ", "price": "$11.97", "quantity": ""},
{"title": "Sumifun 4% Lidocaine Pain Relief Patches 30 Count Maximum Strength Numbing Gel Patch for Back Knee Neck Joint Ache Muscle Soreness Topical Analgesic FSA or HSA Eligible", "asin": "B0CDVW1LPW", "price": "$27.99", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Apple AirPods Pro 2 Wireless Earbuds, Bluetooth Headphones, Active Noise Cancellation, Hearing Aid Feature, Transparency, Personalized Spatial Audio, High-Fidelity Sound, H2 Chip, USB-C Charging", "asin": "B0D1XD1ZV3", "price": "$189.99", "quantity": ""},
{"title": "Band-Aid Brand Sterile Flexible Fabric Adhesive Bandages, Comfortable Flexible Protection & Wound Care for Minor Cuts & Scrapes, Pad Designed to Cushion Painful Wounds, One Size, 100 ct", "asin": "B00006IDL6", "price": "$8.48", "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": "B0D3J71RM7", "price": "$114.99", "quantity": ""},
{"title": "Vicks VapoRub, Original, Cough Suppressant, Topical Chest Rub & Analgesic Ointment, Medicated Vicks Vapors, Relief from Cough Due to Cold, Aches & Pains, 1.76oz", "asin": "B000PWLU5W", "price": "$6.47", "quantity": ""},
{"title": "Salonpas Pain Relieving Patch, LARGE, 6 Count, for Back, Neck, Shoulder, Knee Pain and Muscle Soreness, 8 Hour Pain Relief", "asin": "B01ITWHT7C", "price": "$5.23", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "09b0ef8f", "price": "$5.35", "quantity": ""}],
"active_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "2", "selected": true, "options": [{"Flavor Name": "Lidocaine"}, {"Size": "5 Count (Pack of 1)"}]},
{"title": "Salonpas Pain Relieving Patch for Back, Neck, Shoulder, Knee Pain and Muscle Soreness - 8 Hour Pain Relief - 60 Count", "asin": "B01AB4U6PI", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": true, "options": []},
{"title": "Tiger Balm Pain Relieving Patch Large 4 Each 4 Count (Pack of 3)", "asin": "B00HA84YXE", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": false, "options": [{"Size": "4 Count (Pack of 3)"}]},
{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "selected": false, "options": [{"Style": "Wi-Fi + Cellular"}, {"Size": "512GB"}, {"Color": "Silver"}]},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "selected": true, "options": [{"Style Name": "iPad Pro 13-inch (M4)"}, {"Configuration": "2 Year"}]},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, 10.8Gbps"}]},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "(NEW) WiFi 7, 9.3Gbps"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "One-Day FREE pickup Tomorrow, Apr 19 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:49:47.181Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-19T00:49:47.181Z
|
click
|
cart_page_select
|
rule
|
2025-04-19T00:49:47.181Z
|
click
|
cart_page_select
|
train
| 384 |
2025-04-19T00:49:47.181Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.160Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "ThermaCare Advanced Back & Hip Therapy Adhesive HeatWraps, Disposable Heat Therapy Patches, Heat Pads for Instant Muscle & Herniated Disc Pain Relief, HSA/FSA Eligible & Approved, L/XL, 10 Count", "asin": "B09YKV1DR9", "price": "$29.97", "quantity": ""},
{"title": "ThermaCare Adhesvie Heat Wraps, Portable Neck & Shoulder Heating Pads & Pain Relief Patches for Sore and Stiff Muscles, HSA/FSA Eligible & Approved, 5 Count", "asin": "B09LHXQBVR", "price": "$16.49", "quantity": ""},
{"title": "Salonpas Maximum OTC Strength Lidocaine 4% Pain Relieving Flex Patch, Apply for Up to 8 Hours, Unscented, Thin, Flexible, Lightweight, Patch Stays in Place, 7 Patches", "asin": "B0BN4JMRZM", "price": "$12.98", "quantity": ""},
{"title": "Advil Targeted Relief Pain Relieving Cream, Up to 8 Hours of Powerful Relief of Minor Arthritis Pain, Joint Pain, Lower Back Pain and Muscle Pain - 2.3 oz", "asin": "B0CTTPJSYP", "price": "$10.98", "quantity": ""},
{"title": "Sumifun Tiger Patches - 32 Counts Chinese Red Tiger Back Patch Ultra Strength Heat Patches for Muscle Joint of Knee Shoulder Neck 4 Packs 8 Each", "asin": "B0C7KW7WV5", "price": "$16.24", "quantity": ""},
{"title": "Icy Hot Pro No-Mess Pain Relief Patches with Menthol & Camphor & Advanced Hydrogel Technology, 5 Ct.", "asin": "B0BJM18ZPJ", "price": "$11.97", "quantity": ""},
{"title": "Sumifun 4% Lidocaine Pain Relief Patches 30 Count Maximum Strength Numbing Gel Patch for Back Knee Neck Joint Ache Muscle Soreness Topical Analgesic FSA or HSA Eligible", "asin": "B0CDVW1LPW", "price": "$27.99", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Apple AirPods Pro 2 Wireless Earbuds, Bluetooth Headphones, Active Noise Cancellation, Hearing Aid Feature, Transparency, Personalized Spatial Audio, High-Fidelity Sound, H2 Chip, USB-C Charging", "asin": "B0D1XD1ZV3", "price": "$189.99", "quantity": ""},
{"title": "Band-Aid Brand Sterile Flexible Fabric Adhesive Bandages, Comfortable Flexible Protection & Wound Care for Minor Cuts & Scrapes, Pad Designed to Cushion Painful Wounds, One Size, 100 ct", "asin": "B00006IDL6", "price": "$8.48", "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": "B0D3J71RM7", "price": "$114.99", "quantity": ""},
{"title": "Vicks VapoRub, Original, Cough Suppressant, Topical Chest Rub & Analgesic Ointment, Medicated Vicks Vapors, Relief from Cough Due to Cold, Aches & Pains, 1.76oz", "asin": "B000PWLU5W", "price": "$6.47", "quantity": ""},
{"title": "Salonpas Pain Relieving Patch, LARGE, 6 Count, for Back, Neck, Shoulder, Knee Pain and Muscle Soreness, 8 Hour Pain Relief", "asin": "B01ITWHT7C", "price": "$5.23", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "09b0ef8f", "price": "$5.35", "quantity": ""}],
"active_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "2", "selected": true, "options": [{"Flavor Name": "Lidocaine"}, {"Size": "5 Count (Pack of 1)"}]},
{"title": "Salonpas Pain Relieving Patch for Back, Neck, Shoulder, Knee Pain and Muscle Soreness - 8 Hour Pain Relief - 60 Count", "asin": "B01AB4U6PI", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": true, "options": []},
{"title": "Tiger Balm Pain Relieving Patch Large 4 Each 4 Count (Pack of 3)", "asin": "B00HA84YXE", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": false, "options": [{"Size": "4 Count (Pack of 3)"}]},
{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "selected": false, "options": [{"Style": "Wi-Fi + Cellular"}, {"Size": "512GB"}, {"Color": "Silver"}]},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "selected": true, "options": [{"Style Name": "iPad Pro 13-inch (M4)"}, {"Configuration": "2 Year"}]},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, 10.8Gbps"}]},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "(NEW) WiFi 7, 9.3Gbps"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "One-Day FREE pickup Tomorrow, Apr 19 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:49:47.181Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T05:33:47.937Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:33:51.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T05:34:57.418Z\", \"action\": \"purchase\", \"action_argument\": \"B0B1LZMH78\"}\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n{\"timestamp\": \"2025-04-19T00:44:05.364Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:46:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T00:46:04.043Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:14.711Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:35.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:50.315Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:50.571Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:52.518Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:48:38.279Z\", \"action\": \"purchase\", \"action_argument\": \"B00HA84YXE\"}\n{\"timestamp\": \"2025-04-19T00:49:28.516Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:29.261Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:32.189Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T00:49:34.785Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:49:37.187Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:38.870Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.065Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.085Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:43.954Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:43.972Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:47.160Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:47.181Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"ThermaCare Advanced Back & Hip Therapy Adhesive HeatWraps, Disposable Heat Therapy Patches, Heat Pads for Instant Muscle & Herniated Disc Pain Relief, HSA/FSA Eligible & Approved, L/XL, 10 Count\", \"asin\": \"B09YKV1DR9\", \"price\": \"$29.97\", \"quantity\": \"\"},\n{\"title\": \"ThermaCare Adhesvie Heat Wraps, Portable Neck & Shoulder Heating Pads & Pain Relief Patches for Sore and Stiff Muscles, HSA/FSA Eligible & Approved, 5 Count\", \"asin\": \"B09LHXQBVR\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Salonpas Maximum OTC Strength Lidocaine 4% Pain Relieving Flex Patch, Apply for Up to 8 Hours, Unscented, Thin, Flexible, Lightweight, Patch Stays in Place, 7 Patches\", \"asin\": \"B0BN4JMRZM\", \"price\": \"$12.98\", \"quantity\": \"\"},\n{\"title\": \"Advil Targeted Relief Pain Relieving Cream, Up to 8 Hours of Powerful Relief of Minor Arthritis Pain, Joint Pain, Lower Back Pain and Muscle Pain - 2.3 oz\", \"asin\": \"B0CTTPJSYP\", \"price\": \"$10.98\", \"quantity\": \"\"},\n{\"title\": \"Sumifun Tiger Patches - 32 Counts Chinese Red Tiger Back Patch Ultra Strength Heat Patches for Muscle Joint of Knee Shoulder Neck 4 Packs 8 Each\", \"asin\": \"B0C7KW7WV5\", \"price\": \"$16.24\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot Pro No-Mess Pain Relief Patches with Menthol & Camphor & Advanced Hydrogel Technology, 5 Ct.\", \"asin\": \"B0BJM18ZPJ\", \"price\": \"$11.97\", \"quantity\": \"\"},\n{\"title\": \"Sumifun 4% Lidocaine Pain Relief Patches 30 Count Maximum Strength Numbing Gel Patch for Back Knee Neck Joint Ache Muscle Soreness Topical Analgesic FSA or HSA Eligible\", \"asin\": \"B0CDVW1LPW\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.\", \"asin\": \"B0CSZ5VPDH\", \"price\": \"$11.98\", \"quantity\": \"\"},\n{\"title\": \"Apple AirPods Pro 2 Wireless Earbuds, Bluetooth Headphones, Active Noise Cancellation, Hearing Aid Feature, Transparency, Personalized Spatial Audio, High-Fidelity Sound, H2 Chip, USB-C Charging\", \"asin\": \"B0D1XD1ZV3\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Band-Aid Brand Sterile Flexible Fabric Adhesive Bandages, Comfortable Flexible Protection & Wound Care for Minor Cuts & Scrapes, Pad Designed to Cushion Painful Wounds, One Size, 100 ct\", \"asin\": \"B00006IDL6\", \"price\": \"$8.48\", \"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\": \"B0D3J71RM7\", \"price\": \"$114.99\", \"quantity\": \"\"},\n{\"title\": \"Vicks VapoRub, Original, Cough Suppressant, Topical Chest Rub & Analgesic Ointment, Medicated Vicks Vapors, Relief from Cough Due to Cold, Aches & Pains, 1.76oz\", \"asin\": \"B000PWLU5W\", \"price\": \"$6.47\", \"quantity\": \"\"},\n{\"title\": \"Salonpas Pain Relieving Patch, LARGE, 6 Count, for Back, Neck, Shoulder, Knee Pain and Muscle Soreness, 8 Hour Pain Relief\", \"asin\": \"B01ITWHT7C\", \"price\": \"$5.23\", \"quantity\": \"\"},\n{\"title\": \"DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming\", \"asin\": \"09b0ef8f\", \"price\": \"$5.35\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief\", \"asin\": \"B06X91GH75\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19\", \"quantity\": \"2\", \"selected\": true, \"options\": [{\"Flavor Name\": \"Lidocaine\"}, {\"Size\": \"5 Count (Pack of 1)\"}]},\n{\"title\": \"Salonpas Pain Relieving Patch for Back, Neck, Shoulder, Knee Pain and Muscle Soreness - 8 Hour Pain Relief - 60 Count\", \"asin\": \"B01AB4U6PI\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Tiger Balm Pain Relieving Patch Large 4 Each 4 Count (Pack of 3)\", \"asin\": \"B00HA84YXE\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"4 Count (Pack of 3)\"}]},\n{\"title\": \"Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \\u2014 Silver\", \"asin\": \"B0D3J72NN6\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"selected\": false, \"options\": [{\"Style\": \"Wi-Fi + Cellular\"}, {\"Size\": \"512GB\"}, {\"Color\": \"Silver\"}]},\n{\"title\": \"AppleCare+ for iPad Pro 13-inch (M4) - 2 years\", \"asin\": \"B0D42FL9CG\", \"selected\": true, \"options\": [{\"Style Name\": \"iPad Pro 13-inch (M4)\"}, {\"Configuration\": \"2 Year\"}]},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"WiFi 6E, 10.8Gbps\"}]},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"(NEW) WiFi 7, 9.3Gbps\"}]},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"delivery\": \"FREE pickup Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"delivery\": \"FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"delivery\": \"FREE pickup Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []}],\n\"saved_items\": [{\"title\": \"HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A\", \"asin\": \"B09PY33NHB\", \"options\": [{\"Color\": \"Blue\"}]},\n{\"asin\": \"B09PY33NHB\", \"options\": []},\n{\"title\": \"Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"0521337399\", \"options\": []},\n{\"title\": \"The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback\", \"asin\": \"B00ZT21NMI\", \"options\": []},\n{\"title\": \"Software psychology: Human factors in computer and information systems (Winthrop computer systems series)\", \"asin\": \"0876268165\", \"options\": []},\n{\"title\": \"Outdoor Research Men's Sureshot Pro Gloves, Black, L\", \"asin\": \"B0CBLBPX5P\", \"options\": []},\n{\"title\": \"Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)\", \"asin\": \"B01M1L2NRL\", \"options\": [{\"Style\": \"T300RS GT Racing Wheel\"}]},\n{\"title\": \"CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)\", \"asin\": \"B011ANDC78\", \"options\": [{\"Size\": \"16 Fl Oz (Pack of 2)\"}]},\n{\"title\": \"CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)\", \"asin\": \"B0949SFXBD\", \"options\": [{\"Style\": \"Tool Only\"}, {\"Pattern Name\": \"Blower\"}]},\n{\"title\": \"Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes\", \"asin\": \"B019V1PW5G\", \"options\": [{\"Color\": \"Titanium\"}, {\"Size\": \"1\"}]},\n{\"title\": \"Giro Isode MIPS Cycling Helmet - Men's Matte White\", \"asin\": \"B07HQ6GKWB\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T00:49:49.762Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.160Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.181Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "ThermaCare Advanced Back & Hip Therapy Adhesive HeatWraps, Disposable Heat Therapy Patches, Heat Pads for Instant Muscle & Herniated Disc Pain Relief, HSA/FSA Eligible & Approved, L/XL, 10 Count", "asin": "B09YKV1DR9", "price": "$29.97", "quantity": ""},
{"title": "ThermaCare Adhesvie Heat Wraps, Portable Neck & Shoulder Heating Pads & Pain Relief Patches for Sore and Stiff Muscles, HSA/FSA Eligible & Approved, 5 Count", "asin": "B09LHXQBVR", "price": "$16.49", "quantity": ""},
{"title": "Salonpas Maximum OTC Strength Lidocaine 4% Pain Relieving Flex Patch, Apply for Up to 8 Hours, Unscented, Thin, Flexible, Lightweight, Patch Stays in Place, 7 Patches", "asin": "B0BN4JMRZM", "price": "$12.98", "quantity": ""},
{"title": "Advil Targeted Relief Pain Relieving Cream, Up to 8 Hours of Powerful Relief of Minor Arthritis Pain, Joint Pain, Lower Back Pain and Muscle Pain - 2.3 oz", "asin": "B0CTTPJSYP", "price": "$10.98", "quantity": ""},
{"title": "Sumifun Tiger Patches - 32 Counts Chinese Red Tiger Back Patch Ultra Strength Heat Patches for Muscle Joint of Knee Shoulder Neck 4 Packs 8 Each", "asin": "B0C7KW7WV5", "price": "$16.24", "quantity": ""},
{"title": "Icy Hot Pro No-Mess Pain Relief Patches with Menthol & Camphor & Advanced Hydrogel Technology, 5 Ct.", "asin": "B0BJM18ZPJ", "price": "$11.97", "quantity": ""},
{"title": "Sumifun 4% Lidocaine Pain Relief Patches 30 Count Maximum Strength Numbing Gel Patch for Back Knee Neck Joint Ache Muscle Soreness Topical Analgesic FSA or HSA Eligible", "asin": "B0CDVW1LPW", "price": "$27.99", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Apple AirPods Pro 2 Wireless Earbuds, Bluetooth Headphones, Active Noise Cancellation, Hearing Aid Feature, Transparency, Personalized Spatial Audio, High-Fidelity Sound, H2 Chip, USB-C Charging", "asin": "B0D1XD1ZV3", "price": "$189.99", "quantity": ""},
{"title": "Band-Aid Brand Sterile Flexible Fabric Adhesive Bandages, Comfortable Flexible Protection & Wound Care for Minor Cuts & Scrapes, Pad Designed to Cushion Painful Wounds, One Size, 100 ct", "asin": "B00006IDL6", "price": "$8.48", "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": "B0D3J71RM7", "price": "$114.99", "quantity": ""},
{"title": "Vicks VapoRub, Original, Cough Suppressant, Topical Chest Rub & Analgesic Ointment, Medicated Vicks Vapors, Relief from Cough Due to Cold, Aches & Pains, 1.76oz", "asin": "B000PWLU5W", "price": "$6.47", "quantity": ""},
{"title": "Salonpas Pain Relieving Patch, LARGE, 6 Count, for Back, Neck, Shoulder, Knee Pain and Muscle Soreness, 8 Hour Pain Relief", "asin": "B01ITWHT7C", "price": "$5.23", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "09b0ef8f", "price": "$5.35", "quantity": ""}],
"active_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "2", "selected": true, "options": [{"Flavor Name": "Lidocaine"}, {"Size": "5 Count (Pack of 1)"}]},
{"title": "Salonpas Pain Relieving Patch for Back, Neck, Shoulder, Knee Pain and Muscle Soreness - 8 Hour Pain Relief - 60 Count", "asin": "B01AB4U6PI", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": true, "options": []},
{"title": "Tiger Balm Pain Relieving Patch Large 4 Each 4 Count (Pack of 3)", "asin": "B00HA84YXE", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": true, "options": [{"Size": "4 Count (Pack of 3)"}]},
{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "selected": false, "options": [{"Style": "Wi-Fi + Cellular"}, {"Size": "512GB"}, {"Color": "Silver"}]},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "selected": true, "options": [{"Style Name": "iPad Pro 13-inch (M4)"}, {"Configuration": "2 Year"}]},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, 10.8Gbps"}]},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "(NEW) WiFi 7, 9.3Gbps"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "One-Day FREE pickup Tomorrow, Apr 19 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:49:49.762Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-19T00:49:49.762Z
|
purchase
|
B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG
|
rule
|
2025-04-19T00:49:49.762Z
|
purchase
|
B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG
|
train
| 385 |
2025-04-19T00:49:49.762Z
|
purchase
|
B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:33:47.937Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:33:51.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T05:34:57.418Z", "action": "purchase", "action_argument": "B0B1LZMH78"}
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.160Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.181Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "ThermaCare Advanced Back & Hip Therapy Adhesive HeatWraps, Disposable Heat Therapy Patches, Heat Pads for Instant Muscle & Herniated Disc Pain Relief, HSA/FSA Eligible & Approved, L/XL, 10 Count", "asin": "B09YKV1DR9", "price": "$29.97", "quantity": ""},
{"title": "ThermaCare Adhesvie Heat Wraps, Portable Neck & Shoulder Heating Pads & Pain Relief Patches for Sore and Stiff Muscles, HSA/FSA Eligible & Approved, 5 Count", "asin": "B09LHXQBVR", "price": "$16.49", "quantity": ""},
{"title": "Salonpas Maximum OTC Strength Lidocaine 4% Pain Relieving Flex Patch, Apply for Up to 8 Hours, Unscented, Thin, Flexible, Lightweight, Patch Stays in Place, 7 Patches", "asin": "B0BN4JMRZM", "price": "$12.98", "quantity": ""},
{"title": "Advil Targeted Relief Pain Relieving Cream, Up to 8 Hours of Powerful Relief of Minor Arthritis Pain, Joint Pain, Lower Back Pain and Muscle Pain - 2.3 oz", "asin": "B0CTTPJSYP", "price": "$10.98", "quantity": ""},
{"title": "Sumifun Tiger Patches - 32 Counts Chinese Red Tiger Back Patch Ultra Strength Heat Patches for Muscle Joint of Knee Shoulder Neck 4 Packs 8 Each", "asin": "B0C7KW7WV5", "price": "$16.24", "quantity": ""},
{"title": "Icy Hot Pro No-Mess Pain Relief Patches with Menthol & Camphor & Advanced Hydrogel Technology, 5 Ct.", "asin": "B0BJM18ZPJ", "price": "$11.97", "quantity": ""},
{"title": "Sumifun 4% Lidocaine Pain Relief Patches 30 Count Maximum Strength Numbing Gel Patch for Back Knee Neck Joint Ache Muscle Soreness Topical Analgesic FSA or HSA Eligible", "asin": "B0CDVW1LPW", "price": "$27.99", "quantity": ""},
{"title": "Icy Hot PRO Pain Relief Massaging Balm with Easy-Grip Applicator for Muscles & Joints, Fast-Acting, Moisturizing Formula with Maximum-Strength Menthol & Camphor, 1.25 Oz.", "asin": "B0CSZ5VPDH", "price": "$11.98", "quantity": ""},
{"title": "Apple AirPods Pro 2 Wireless Earbuds, Bluetooth Headphones, Active Noise Cancellation, Hearing Aid Feature, Transparency, Personalized Spatial Audio, High-Fidelity Sound, H2 Chip, USB-C Charging", "asin": "B0D1XD1ZV3", "price": "$189.99", "quantity": ""},
{"title": "Band-Aid Brand Sterile Flexible Fabric Adhesive Bandages, Comfortable Flexible Protection & Wound Care for Minor Cuts & Scrapes, Pad Designed to Cushion Painful Wounds, One Size, 100 ct", "asin": "B00006IDL6", "price": "$8.48", "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": "B0D3J71RM7", "price": "$114.99", "quantity": ""},
{"title": "Vicks VapoRub, Original, Cough Suppressant, Topical Chest Rub & Analgesic Ointment, Medicated Vicks Vapors, Relief from Cough Due to Cold, Aches & Pains, 1.76oz", "asin": "B000PWLU5W", "price": "$6.47", "quantity": ""},
{"title": "Salonpas Pain Relieving Patch, LARGE, 6 Count, for Back, Neck, Shoulder, Knee Pain and Muscle Soreness, 8 Hour Pain Relief", "asin": "B01ITWHT7C", "price": "$5.23", "quantity": ""},
{"title": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "09b0ef8f", "price": "$5.35", "quantity": ""}],
"active_items": [{"title": "Icy Hot Max Strength Lidocaine Pain Relief Patch (5 Count) Penetrates for Fast, Targeted Relief", "asin": "B06X91GH75", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "2", "selected": true, "options": [{"Flavor Name": "Lidocaine"}, {"Size": "5 Count (Pack of 1)"}]},
{"title": "Salonpas Pain Relieving Patch for Back, Neck, Shoulder, Knee Pain and Muscle Soreness - 8 Hour Pain Relief - 60 Count", "asin": "B01AB4U6PI", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": true, "options": []},
{"title": "Tiger Balm Pain Relieving Patch Large 4 Each 4 Count (Pack of 3)", "asin": "B00HA84YXE", "delivery": "One-Day FREE pickup Tomorrow, Apr 19", "quantity": "1", "selected": true, "options": [{"Size": "4 Count (Pack of 3)"}]},
{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "selected": false, "options": [{"Style": "Wi-Fi + Cellular"}, {"Size": "512GB"}, {"Color": "Silver"}]},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "selected": true, "options": [{"Style Name": "iPad Pro 13-inch (M4)"}, {"Configuration": "2 Year"}]},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, 10.8Gbps"}]},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "(NEW) WiFi 7, 9.3Gbps"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "One-Day FREE pickup Tomorrow, Apr 19 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:49:49.762Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n{\"timestamp\": \"2025-04-19T00:44:05.364Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:46:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T00:46:04.043Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:14.711Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:35.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:50.315Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:50.571Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:52.518Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:48:38.279Z\", \"action\": \"purchase\", \"action_argument\": \"B00HA84YXE\"}\n{\"timestamp\": \"2025-04-19T00:49:28.516Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:29.261Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:32.189Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75\"}\n{\"timestamp\": \"2025-04-19T00:49:34.785Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:49:37.187Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:38.870Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.065Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.085Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:43.954Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:43.972Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:47.160Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:47.181Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:49.762Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG\"}\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\": \"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\": \"B0D3J71RM7\", \"price\": \"$114.99\", \"quantity\": \"\"},\n{\"title\": \"Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine\", \"asin\": \"1614275025\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Understanding Computers and Cognition: A New Foundation for Design\", \"asin\": \"0201112973\", \"price\": \"$40.83\", \"quantity\": \"\"},\n{\"title\": \"Cat 8 Ethernet Cable, 1.5Ft 3Ft 6Ft 10Ft 15Ft 20Ft 30Ft 40Ft 50Ft 60Ft 100Ft Heavy Duty High Speed Internet Network Cable, Professional LAN Cable Shielded in Wall, Indoor&Outdoor\", \"asin\": \"B08PL53JG3\", \"price\": \"$3.99\", \"quantity\": \"\"},\n{\"title\": \"Vabogu Cat 8 Ethernet Cable, 3ft Heavy Duty High Speed Internet Network Cable, 26AWG, 2000Mhz 40Gbps with Gold Plated RJ45 Connectors, Shielded for Indoor & Outdoor Use\", \"asin\": \"/promo/A1EAJE948T04IM\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Ailun 2 Pack Screen Protector for iPad Pro 13 Inch 2024 7th Generation + 2 Pack Camera Lens Protector,Tempered Glass Anti-Scratch Case Friendly, Compatible with Face ID Apple Pencil[4 Pack]\", \"asin\": \"B0CZ6VDPY6\", \"price\": \"$11.89\", \"quantity\": \"\"},\n{\"title\": \"An Introduction to Cybernetics\", \"asin\": \"1614277656\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000-1AZNAS) \\u2013 Approved for Today\\u2019s Fastest Speeds - Works With all Cable Providers, Incl. Xfinity, Spectrum, Cox - Cable Plans up to 2.5Gbps\", \"asin\": \"B0DKSKNC1K\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Dyson Airwrap i.d.\\u2122 Multi-Styler and Dryer\", \"asin\": \"B0DQVKSHGN\", \"price\": \"$599.99\", \"quantity\": \"\"},\n{\"title\": \"N\\u00e9cessaire Eucalyptus Body Wash with Pump | Multi-Oil Nourishing Cleanse For Women + Men | Gel Cleanser | Dermatologist-Tested. Hypoallergenic | No SLS/SLES (500 ml / 16.9 fl. oz.)\", \"asin\": \"/promo/A1YF2KHFG2FEK7\", \"price\": \"$38.00\", \"quantity\": \"\"},\n{\"title\": \"Aesop Geranium Leaf Body Cleanser | For All Skin Types To Cleanse Without Drying Out | Geranium Leaf, Mandarin Rind, Bergamot Rind | 16.9 oz / 500mL\", \"asin\": \"B00BJ2BUIO\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Aesop Resurrection Aromatique Hand Wash | Gentle Cleanser with Orange, Rosemary and Lavender Oils | 500mL / 16.9 oz (Pack of 3)\", \"asin\": \"B0D47W6SHW\", \"price\": \"$129.00\", \"quantity\": \"\"},\n{\"title\": \"EltaMD UV Clear Face Sunscreen SPF 46, Oil Free Sunscreen with Zinc Oxide, Dermatologist Recommended Sunscreen\", \"asin\": \"B002MSN3QQ\", \"price\": \"$44.00\", \"quantity\": \"\"},\n{\"title\": \"Aesop Resurrection Duet | Hand Wash & Hand Balm | Gentle Cleanse, Soften Hard-Working Hands | 16.9 oz / 500mL\", \"asin\": \"B01LRX5QXO\", \"price\": \"$133.00\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \\u2014 Silver\", \"asin\": \"B0D3J72NN6\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"selected\": false, \"options\": [{\"Style\": \"Wi-Fi + Cellular\"}, {\"Size\": \"512GB\"}, {\"Color\": \"Silver\"}]},\n{\"title\": \"AppleCare+ for iPad Pro 13-inch (M4) - 2 years\", \"asin\": \"B0D42FL9CG\", \"selected\": true, \"options\": [{\"Style Name\": \"iPad Pro 13-inch (M4)\"}, {\"Configuration\": \"2 Year\"}]},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"WiFi 6E, 10.8Gbps\"}]},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"(NEW) WiFi 7, 9.3Gbps\"}]},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"delivery\": \"FREE pickup Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"delivery\": \"FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"delivery\": \"FREE pickup Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []}],\n\"saved_items\": [{\"title\": \"HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A\", \"asin\": \"B09PY33NHB\", \"options\": [{\"Color\": \"Blue\"}]},\n{\"asin\": \"B09PY33NHB\", \"options\": []},\n{\"title\": \"Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"0521337399\", \"options\": []},\n{\"title\": \"The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback\", \"asin\": \"B00ZT21NMI\", \"options\": []},\n{\"title\": \"Software psychology: Human factors in computer and information systems (Winthrop computer systems series)\", \"asin\": \"0876268165\", \"options\": []},\n{\"title\": \"Outdoor Research Men's Sureshot Pro Gloves, Black, L\", \"asin\": \"B0CBLBPX5P\", \"options\": []},\n{\"title\": \"Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)\", \"asin\": \"B01M1L2NRL\", \"options\": [{\"Style\": \"T300RS GT Racing Wheel\"}]},\n{\"title\": \"CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)\", \"asin\": \"B011ANDC78\", \"options\": [{\"Size\": \"16 Fl Oz (Pack of 2)\"}]},\n{\"title\": \"CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)\", \"asin\": \"B0949SFXBD\", \"options\": [{\"Style\": \"Tool Only\"}, {\"Pattern Name\": \"Blower\"}]},\n{\"title\": \"Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes\", \"asin\": \"B019V1PW5G\", \"options\": [{\"Color\": \"Titanium\"}, {\"Size\": \"1\"}]},\n{\"title\": \"Giro Isode MIPS Cycling Helmet - Men's Matte White\", \"asin\": \"B07HQ6GKWB\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T00:50:39.575Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.160Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.181Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:49.762Z", "action": "purchase", "action_argument": "B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG"}
<|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": "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": "B0D3J71RM7", "price": "$114.99", "quantity": ""},
{"title": "Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine", "asin": "1614275025", "price": "$9.95", "quantity": ""},
{"title": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$40.83", "quantity": ""},
{"title": "Cat 8 Ethernet Cable, 1.5Ft 3Ft 6Ft 10Ft 15Ft 20Ft 30Ft 40Ft 50Ft 60Ft 100Ft Heavy Duty High Speed Internet Network Cable, Professional LAN Cable Shielded in Wall, Indoor&Outdoor", "asin": "B08PL53JG3", "price": "$3.99", "quantity": ""},
{"title": "Vabogu Cat 8 Ethernet Cable, 3ft Heavy Duty High Speed Internet Network Cable, 26AWG, 2000Mhz 40Gbps with Gold Plated RJ45 Connectors, Shielded for Indoor & Outdoor Use", "asin": "/promo/A1EAJE948T04IM", "price": "$6.99", "quantity": ""},
{"title": "Ailun 2 Pack Screen Protector for iPad Pro 13 Inch 2024 7th Generation + 2 Pack Camera Lens Protector,Tempered Glass Anti-Scratch Case Friendly, Compatible with Face ID Apple Pencil[4 Pack]", "asin": "B0CZ6VDPY6", "price": "$11.89", "quantity": ""},
{"title": "An Introduction to Cybernetics", "asin": "1614277656", "price": "$12.95", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000-1AZNAS) \u2013 Approved for Today\u2019s Fastest Speeds - Works With all Cable Providers, Incl. Xfinity, Spectrum, Cox - Cable Plans up to 2.5Gbps", "asin": "B0DKSKNC1K", "price": "$299.99", "quantity": ""},
{"title": "Dyson Airwrap i.d.\u2122 Multi-Styler and Dryer", "asin": "B0DQVKSHGN", "price": "$599.99", "quantity": ""},
{"title": "N\u00e9cessaire Eucalyptus Body Wash with Pump | Multi-Oil Nourishing Cleanse For Women + Men | Gel Cleanser | Dermatologist-Tested. Hypoallergenic | No SLS/SLES (500 ml / 16.9 fl. oz.)", "asin": "/promo/A1YF2KHFG2FEK7", "price": "$38.00", "quantity": ""},
{"title": "Aesop Geranium Leaf Body Cleanser | For All Skin Types To Cleanse Without Drying Out | Geranium Leaf, Mandarin Rind, Bergamot Rind | 16.9 oz / 500mL", "asin": "B00BJ2BUIO", "price": "$50.00", "quantity": ""},
{"title": "Aesop Resurrection Aromatique Hand Wash | Gentle Cleanser with Orange, Rosemary and Lavender Oils | 500mL / 16.9 oz (Pack of 3)", "asin": "B0D47W6SHW", "price": "$129.00", "quantity": ""},
{"title": "EltaMD UV Clear Face Sunscreen SPF 46, Oil Free Sunscreen with Zinc Oxide, Dermatologist Recommended Sunscreen", "asin": "B002MSN3QQ", "price": "$44.00", "quantity": ""},
{"title": "Aesop Resurrection Duet | Hand Wash & Hand Balm | Gentle Cleanse, Soften Hard-Working Hands | 16.9 oz / 500mL", "asin": "B01LRX5QXO", "price": "$133.00", "quantity": ""}],
"active_items": [{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "selected": false, "options": [{"Style": "Wi-Fi + Cellular"}, {"Size": "512GB"}, {"Color": "Silver"}]},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "selected": true, "options": [{"Style Name": "iPad Pro 13-inch (M4)"}, {"Configuration": "2 Year"}]},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, 10.8Gbps"}]},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "(NEW) WiFi 7, 9.3Gbps"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "One-Day FREE pickup Tomorrow, Apr 19 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:50:39.575Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-19T00:50:39.575Z
|
input
|
ipad air
|
rule
|
2025-04-19T00:50:39.575Z
|
input
|
ipad air
|
train
| 386 |
2025-04-19T00:50:39.575Z
|
input
|
ipad air
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.160Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.181Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:49.762Z", "action": "purchase", "action_argument": "B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG"}
<|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": "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": "B0D3J71RM7", "price": "$114.99", "quantity": ""},
{"title": "Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine", "asin": "1614275025", "price": "$9.95", "quantity": ""},
{"title": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$40.83", "quantity": ""},
{"title": "Cat 8 Ethernet Cable, 1.5Ft 3Ft 6Ft 10Ft 15Ft 20Ft 30Ft 40Ft 50Ft 60Ft 100Ft Heavy Duty High Speed Internet Network Cable, Professional LAN Cable Shielded in Wall, Indoor&Outdoor", "asin": "B08PL53JG3", "price": "$3.99", "quantity": ""},
{"title": "Vabogu Cat 8 Ethernet Cable, 3ft Heavy Duty High Speed Internet Network Cable, 26AWG, 2000Mhz 40Gbps with Gold Plated RJ45 Connectors, Shielded for Indoor & Outdoor Use", "asin": "/promo/A1EAJE948T04IM", "price": "$6.99", "quantity": ""},
{"title": "Ailun 2 Pack Screen Protector for iPad Pro 13 Inch 2024 7th Generation + 2 Pack Camera Lens Protector,Tempered Glass Anti-Scratch Case Friendly, Compatible with Face ID Apple Pencil[4 Pack]", "asin": "B0CZ6VDPY6", "price": "$11.89", "quantity": ""},
{"title": "An Introduction to Cybernetics", "asin": "1614277656", "price": "$12.95", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000-1AZNAS) \u2013 Approved for Today\u2019s Fastest Speeds - Works With all Cable Providers, Incl. Xfinity, Spectrum, Cox - Cable Plans up to 2.5Gbps", "asin": "B0DKSKNC1K", "price": "$299.99", "quantity": ""},
{"title": "Dyson Airwrap i.d.\u2122 Multi-Styler and Dryer", "asin": "B0DQVKSHGN", "price": "$599.99", "quantity": ""},
{"title": "N\u00e9cessaire Eucalyptus Body Wash with Pump | Multi-Oil Nourishing Cleanse For Women + Men | Gel Cleanser | Dermatologist-Tested. Hypoallergenic | No SLS/SLES (500 ml / 16.9 fl. oz.)", "asin": "/promo/A1YF2KHFG2FEK7", "price": "$38.00", "quantity": ""},
{"title": "Aesop Geranium Leaf Body Cleanser | For All Skin Types To Cleanse Without Drying Out | Geranium Leaf, Mandarin Rind, Bergamot Rind | 16.9 oz / 500mL", "asin": "B00BJ2BUIO", "price": "$50.00", "quantity": ""},
{"title": "Aesop Resurrection Aromatique Hand Wash | Gentle Cleanser with Orange, Rosemary and Lavender Oils | 500mL / 16.9 oz (Pack of 3)", "asin": "B0D47W6SHW", "price": "$129.00", "quantity": ""},
{"title": "EltaMD UV Clear Face Sunscreen SPF 46, Oil Free Sunscreen with Zinc Oxide, Dermatologist Recommended Sunscreen", "asin": "B002MSN3QQ", "price": "$44.00", "quantity": ""},
{"title": "Aesop Resurrection Duet | Hand Wash & Hand Balm | Gentle Cleanse, Soften Hard-Working Hands | 16.9 oz / 500mL", "asin": "B01LRX5QXO", "price": "$133.00", "quantity": ""}],
"active_items": [{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "selected": false, "options": [{"Style": "Wi-Fi + Cellular"}, {"Size": "512GB"}, {"Color": "Silver"}]},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "selected": true, "options": [{"Style Name": "iPad Pro 13-inch (M4)"}, {"Configuration": "2 Year"}]},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, 10.8Gbps"}]},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "(NEW) WiFi 7, 9.3Gbps"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "One-Day FREE pickup Tomorrow, Apr 19 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:50:39.575Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n{\"timestamp\": \"2025-04-19T00:44:05.364Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:46:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T00:46:04.043Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:14.711Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:35.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:50.315Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:50.571Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:52.518Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:48:38.279Z\", \"action\": \"purchase\", \"action_argument\": \"B00HA84YXE\"}\n{\"timestamp\": \"2025-04-19T00:49:28.516Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:29.261Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:32.189Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75\"}\n{\"timestamp\": \"2025-04-19T00:49:34.785Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:49:37.187Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:38.870Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.065Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.085Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:43.954Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:43.972Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:47.160Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:47.181Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:49.762Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T00:50:39.575Z\", \"action\": \"input\", \"action_argument\": \"ipad air \"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"ipad air \"}],\n\"promotion_items\": [{\"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\": \"B0D3J71RM7\", \"price\": \"$114.99\", \"quantity\": \"\"},\n{\"title\": \"Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine\", \"asin\": \"1614275025\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Understanding Computers and Cognition: A New Foundation for Design\", \"asin\": \"0201112973\", \"price\": \"$40.83\", \"quantity\": \"\"},\n{\"title\": \"Cat 8 Ethernet Cable, 1.5Ft 3Ft 6Ft 10Ft 15Ft 20Ft 30Ft 40Ft 50Ft 60Ft 100Ft Heavy Duty High Speed Internet Network Cable, Professional LAN Cable Shielded in Wall, Indoor&Outdoor\", \"asin\": \"B08PL53JG3\", \"price\": \"$3.99\", \"quantity\": \"\"},\n{\"title\": \"Vabogu Cat 8 Ethernet Cable, 3ft Heavy Duty High Speed Internet Network Cable, 26AWG, 2000Mhz 40Gbps with Gold Plated RJ45 Connectors, Shielded for Indoor & Outdoor Use\", \"asin\": \"/promo/A1EAJE948T04IM\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Ailun 2 Pack Screen Protector for iPad Pro 13 Inch 2024 7th Generation + 2 Pack Camera Lens Protector,Tempered Glass Anti-Scratch Case Friendly, Compatible with Face ID Apple Pencil[4 Pack]\", \"asin\": \"B0CZ6VDPY6\", \"price\": \"$11.89\", \"quantity\": \"\"},\n{\"title\": \"An Introduction to Cybernetics\", \"asin\": \"1614277656\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000-1AZNAS) \\u2013 Approved for Today\\u2019s Fastest Speeds - Works With all Cable Providers, Incl. Xfinity, Spectrum, Cox - Cable Plans up to 2.5Gbps\", \"asin\": \"B0DKSKNC1K\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Dyson Airwrap i.d.\\u2122 Multi-Styler and Dryer\", \"asin\": \"B0DQVKSHGN\", \"price\": \"$599.99\", \"quantity\": \"\"},\n{\"title\": \"N\\u00e9cessaire Eucalyptus Body Wash with Pump | Multi-Oil Nourishing Cleanse For Women + Men | Gel Cleanser | Dermatologist-Tested. Hypoallergenic | No SLS/SLES (500 ml / 16.9 fl. oz.)\", \"asin\": \"/promo/A1YF2KHFG2FEK7\", \"price\": \"$38.00\", \"quantity\": \"\"},\n{\"title\": \"Aesop Geranium Leaf Body Cleanser | For All Skin Types To Cleanse Without Drying Out | Geranium Leaf, Mandarin Rind, Bergamot Rind | 16.9 oz / 500mL\", \"asin\": \"B00BJ2BUIO\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Aesop Resurrection Aromatique Hand Wash | Gentle Cleanser with Orange, Rosemary and Lavender Oils | 500mL / 16.9 oz (Pack of 3)\", \"asin\": \"B0D47W6SHW\", \"price\": \"$129.00\", \"quantity\": \"\"},\n{\"title\": \"EltaMD UV Clear Face Sunscreen SPF 46, Oil Free Sunscreen with Zinc Oxide, Dermatologist Recommended Sunscreen\", \"asin\": \"B002MSN3QQ\", \"price\": \"$44.00\", \"quantity\": \"\"},\n{\"title\": \"Aesop Resurrection Duet | Hand Wash & Hand Balm | Gentle Cleanse, Soften Hard-Working Hands | 16.9 oz / 500mL\", \"asin\": \"B01LRX5QXO\", \"price\": \"$133.00\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \\u2014 Silver\", \"asin\": \"B0D3J72NN6\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"selected\": false, \"options\": [{\"Style\": \"Wi-Fi + Cellular\"}, {\"Size\": \"512GB\"}, {\"Color\": \"Silver\"}]},\n{\"title\": \"AppleCare+ for iPad Pro 13-inch (M4) - 2 years\", \"asin\": \"B0D42FL9CG\", \"selected\": true, \"options\": [{\"Style Name\": \"iPad Pro 13-inch (M4)\"}, {\"Configuration\": \"2 Year\"}]},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"WiFi 6E, 10.8Gbps\"}]},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"(NEW) WiFi 7, 9.3Gbps\"}]},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"delivery\": \"FREE pickup Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"delivery\": \"FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"delivery\": \"Two-Day FREE pickup Sun, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"delivery\": \"FREE pickup Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"delivery\": \"One-Day FREE pickup Tomorrow, Apr 19 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []}],\n\"saved_items\": [{\"title\": \"HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A\", \"asin\": \"B09PY33NHB\", \"options\": [{\"Color\": \"Blue\"}]},\n{\"asin\": \"B09PY33NHB\", \"options\": []},\n{\"title\": \"Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"0521337399\", \"options\": []},\n{\"title\": \"The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback\", \"asin\": \"B00ZT21NMI\", \"options\": []},\n{\"title\": \"Software psychology: Human factors in computer and information systems (Winthrop computer systems series)\", \"asin\": \"0876268165\", \"options\": []},\n{\"title\": \"Outdoor Research Men's Sureshot Pro Gloves, Black, L\", \"asin\": \"B0CBLBPX5P\", \"options\": []},\n{\"title\": \"Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)\", \"asin\": \"B01M1L2NRL\", \"options\": [{\"Style\": \"T300RS GT Racing Wheel\"}]},\n{\"title\": \"CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)\", \"asin\": \"B011ANDC78\", \"options\": [{\"Size\": \"16 Fl Oz (Pack of 2)\"}]},\n{\"title\": \"CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)\", \"asin\": \"B0949SFXBD\", \"options\": [{\"Style\": \"Tool Only\"}, {\"Pattern Name\": \"Blower\"}]},\n{\"title\": \"Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes\", \"asin\": \"B019V1PW5G\", \"options\": [{\"Color\": \"Titanium\"}, {\"Size\": \"1\"}]},\n{\"title\": \"Giro Isode MIPS Cycling Helmet - Men's Matte White\", \"asin\": \"B07HQ6GKWB\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T00:50:39.693Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.160Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.181Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:49.762Z", "action": "purchase", "action_argument": "B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:50:39.575Z", "action": "input", "action_argument": "ipad air "}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "ipad air "}],
"promotion_items": [{"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": "B0D3J71RM7", "price": "$114.99", "quantity": ""},
{"title": "Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine", "asin": "1614275025", "price": "$9.95", "quantity": ""},
{"title": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$40.83", "quantity": ""},
{"title": "Cat 8 Ethernet Cable, 1.5Ft 3Ft 6Ft 10Ft 15Ft 20Ft 30Ft 40Ft 50Ft 60Ft 100Ft Heavy Duty High Speed Internet Network Cable, Professional LAN Cable Shielded in Wall, Indoor&Outdoor", "asin": "B08PL53JG3", "price": "$3.99", "quantity": ""},
{"title": "Vabogu Cat 8 Ethernet Cable, 3ft Heavy Duty High Speed Internet Network Cable, 26AWG, 2000Mhz 40Gbps with Gold Plated RJ45 Connectors, Shielded for Indoor & Outdoor Use", "asin": "/promo/A1EAJE948T04IM", "price": "$6.99", "quantity": ""},
{"title": "Ailun 2 Pack Screen Protector for iPad Pro 13 Inch 2024 7th Generation + 2 Pack Camera Lens Protector,Tempered Glass Anti-Scratch Case Friendly, Compatible with Face ID Apple Pencil[4 Pack]", "asin": "B0CZ6VDPY6", "price": "$11.89", "quantity": ""},
{"title": "An Introduction to Cybernetics", "asin": "1614277656", "price": "$12.95", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000-1AZNAS) \u2013 Approved for Today\u2019s Fastest Speeds - Works With all Cable Providers, Incl. Xfinity, Spectrum, Cox - Cable Plans up to 2.5Gbps", "asin": "B0DKSKNC1K", "price": "$299.99", "quantity": ""},
{"title": "Dyson Airwrap i.d.\u2122 Multi-Styler and Dryer", "asin": "B0DQVKSHGN", "price": "$599.99", "quantity": ""},
{"title": "N\u00e9cessaire Eucalyptus Body Wash with Pump | Multi-Oil Nourishing Cleanse For Women + Men | Gel Cleanser | Dermatologist-Tested. Hypoallergenic | No SLS/SLES (500 ml / 16.9 fl. oz.)", "asin": "/promo/A1YF2KHFG2FEK7", "price": "$38.00", "quantity": ""},
{"title": "Aesop Geranium Leaf Body Cleanser | For All Skin Types To Cleanse Without Drying Out | Geranium Leaf, Mandarin Rind, Bergamot Rind | 16.9 oz / 500mL", "asin": "B00BJ2BUIO", "price": "$50.00", "quantity": ""},
{"title": "Aesop Resurrection Aromatique Hand Wash | Gentle Cleanser with Orange, Rosemary and Lavender Oils | 500mL / 16.9 oz (Pack of 3)", "asin": "B0D47W6SHW", "price": "$129.00", "quantity": ""},
{"title": "EltaMD UV Clear Face Sunscreen SPF 46, Oil Free Sunscreen with Zinc Oxide, Dermatologist Recommended Sunscreen", "asin": "B002MSN3QQ", "price": "$44.00", "quantity": ""},
{"title": "Aesop Resurrection Duet | Hand Wash & Hand Balm | Gentle Cleanse, Soften Hard-Working Hands | 16.9 oz / 500mL", "asin": "B01LRX5QXO", "price": "$133.00", "quantity": ""}],
"active_items": [{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "selected": false, "options": [{"Style": "Wi-Fi + Cellular"}, {"Size": "512GB"}, {"Color": "Silver"}]},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "selected": true, "options": [{"Style Name": "iPad Pro 13-inch (M4)"}, {"Configuration": "2 Year"}]},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, 10.8Gbps"}]},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "(NEW) WiFi 7, 9.3Gbps"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "One-Day FREE pickup Tomorrow, Apr 19 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:50:39.693Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-19T00:50:39.693Z
|
click
|
search
|
rule
|
2025-04-19T00:50:39.693Z
|
click
|
search
|
train
| 387 |
2025-04-19T00:50:39.693Z
|
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": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.160Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.181Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:49.762Z", "action": "purchase", "action_argument": "B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:50:39.575Z", "action": "input", "action_argument": "ipad air "}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "ipad air "}],
"promotion_items": [{"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": "B0D3J71RM7", "price": "$114.99", "quantity": ""},
{"title": "Cybernetics: Second Edition: Or the Control and Communication in the Animal and the Machine", "asin": "1614275025", "price": "$9.95", "quantity": ""},
{"title": "Understanding Computers and Cognition: A New Foundation for Design", "asin": "0201112973", "price": "$40.83", "quantity": ""},
{"title": "Cat 8 Ethernet Cable, 1.5Ft 3Ft 6Ft 10Ft 15Ft 20Ft 30Ft 40Ft 50Ft 60Ft 100Ft Heavy Duty High Speed Internet Network Cable, Professional LAN Cable Shielded in Wall, Indoor&Outdoor", "asin": "B08PL53JG3", "price": "$3.99", "quantity": ""},
{"title": "Vabogu Cat 8 Ethernet Cable, 3ft Heavy Duty High Speed Internet Network Cable, 26AWG, 2000Mhz 40Gbps with Gold Plated RJ45 Connectors, Shielded for Indoor & Outdoor Use", "asin": "/promo/A1EAJE948T04IM", "price": "$6.99", "quantity": ""},
{"title": "Ailun 2 Pack Screen Protector for iPad Pro 13 Inch 2024 7th Generation + 2 Pack Camera Lens Protector,Tempered Glass Anti-Scratch Case Friendly, Compatible with Face ID Apple Pencil[4 Pack]", "asin": "B0CZ6VDPY6", "price": "$11.89", "quantity": ""},
{"title": "An Introduction to Cybernetics", "asin": "1614277656", "price": "$12.95", "quantity": ""},
{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000-1AZNAS) \u2013 Approved for Today\u2019s Fastest Speeds - Works With all Cable Providers, Incl. Xfinity, Spectrum, Cox - Cable Plans up to 2.5Gbps", "asin": "B0DKSKNC1K", "price": "$299.99", "quantity": ""},
{"title": "Dyson Airwrap i.d.\u2122 Multi-Styler and Dryer", "asin": "B0DQVKSHGN", "price": "$599.99", "quantity": ""},
{"title": "N\u00e9cessaire Eucalyptus Body Wash with Pump | Multi-Oil Nourishing Cleanse For Women + Men | Gel Cleanser | Dermatologist-Tested. Hypoallergenic | No SLS/SLES (500 ml / 16.9 fl. oz.)", "asin": "/promo/A1YF2KHFG2FEK7", "price": "$38.00", "quantity": ""},
{"title": "Aesop Geranium Leaf Body Cleanser | For All Skin Types To Cleanse Without Drying Out | Geranium Leaf, Mandarin Rind, Bergamot Rind | 16.9 oz / 500mL", "asin": "B00BJ2BUIO", "price": "$50.00", "quantity": ""},
{"title": "Aesop Resurrection Aromatique Hand Wash | Gentle Cleanser with Orange, Rosemary and Lavender Oils | 500mL / 16.9 oz (Pack of 3)", "asin": "B0D47W6SHW", "price": "$129.00", "quantity": ""},
{"title": "EltaMD UV Clear Face Sunscreen SPF 46, Oil Free Sunscreen with Zinc Oxide, Dermatologist Recommended Sunscreen", "asin": "B002MSN3QQ", "price": "$44.00", "quantity": ""},
{"title": "Aesop Resurrection Duet | Hand Wash & Hand Balm | Gentle Cleanse, Soften Hard-Working Hands | 16.9 oz / 500mL", "asin": "B01LRX5QXO", "price": "$133.00", "quantity": ""}],
"active_items": [{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "selected": false, "options": [{"Style": "Wi-Fi + Cellular"}, {"Size": "512GB"}, {"Color": "Silver"}]},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "selected": true, "options": [{"Style Name": "iPad Pro 13-inch (M4)"}, {"Configuration": "2 Year"}]},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, 10.8Gbps"}]},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "(NEW) WiFi 7, 9.3Gbps"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE pickup Sun, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "FREE pickup Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "One-Day FREE pickup Tomorrow, Apr 19 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:50:39.693Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n{\"timestamp\": \"2025-04-19T00:44:05.364Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:46:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T00:46:04.043Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:14.711Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:35.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:50.315Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:50.571Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:52.518Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:48:38.279Z\", \"action\": \"purchase\", \"action_argument\": \"B00HA84YXE\"}\n{\"timestamp\": \"2025-04-19T00:49:28.516Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:29.261Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:32.189Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75\"}\n{\"timestamp\": \"2025-04-19T00:49:34.785Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:49:37.187Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:38.870Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.065Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.085Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:43.954Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:43.972Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:47.160Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:47.181Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:49.762Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T00:50:39.575Z\", \"action\": \"input\", \"action_argument\": \"ipad air \"}\n{\"timestamp\": \"2025-04-19T00:50:39.693Z\", \"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\": \"ipad air\"}],\n\"cart_items\": [{\"title\": \"Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \\u2014 Silver\", \"asin\": \"B0D3J72NN6\", \"price\": \"$1,499.00\"},\n{\"title\": \"AppleCare+ for iPad Pro 13-inch (M4) - 2 years\", \"asin\": \"B0D42FL9CG\", \"price\": \"$169.00\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"price\": \"$299.97\", \"quantity\": \"1\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"price\": \"$279.99\", \"quantity\": \"1\"},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$35.68\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$104.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"Apple iPad Air 11-inch with M3 chip Built for Apple Intelligence, Liquid Retina Display, 128GB, 12MP Front/Back Camera, Wi-Fi 6E, Touch ID, All-Day Battery Life \\u2014 Blue\", \"asin\": \"B0DZ74YQ1V\"},\n{\"title\": \"Apple iPad Air 11-inch with M3 chip Built for Apple Intelligence, Liquid Retina Display, 128GB, 12MP Front/Back Camera, Wi-Fi 6E, Touch ID, All-Day Battery Life \\u2014 Purple\", \"asin\": \"B0DZ73HCJZ\"}],\n\"search_results\": [{\"title\": \"iPad Air 13-inch with M3 chip Built for Apple Intelligence, Liquid Retina Display, 128GB, 12MP Front/Back Camera, Wi-Fi 6E, Touch ID, All-Day Battery Life \\u2014 Space Gray\", \"asin\": \"B0DZ76QBLQ\", \"price\": \"$754.00\", \"delivery\": \"FREE pickup Thu, Apr 24 for Prime members\"},\n{\"title\": \"iPad Air 13-inch (M2): Built for Apple Intelligence, Liquid Retina Display, 128GB, 12MP Front/Back Camera, Wi-Fi 6E + 5G Cellular, Touch ID, All-Day Battery Life \\u2014 Blue\", \"asin\": \"B0D3J7N642\", \"price\": \"$849.00\", \"delivery\": \" Two-Day FREE pickup Sun, Apr 20\"},\n{\"title\": \"iPad Air 11-inch with M3 chip Built for Apple Intelligence, Liquid Retina Display, 128GB, 12MP Front/Back Camera, Wi-Fi 6E, Touch ID, All-Day Battery Life \\u2014 Space Gray\", \"asin\": \"B0DZ76BN5D\", \"price\": \"$569.00\", \"delivery\": \" Two-Day FREE pickup Sun, Apr 20\"},\n{\"title\": \"iPad Air 13-inch with M3 chip Built for Apple Intelligence, Liquid Retina Display, 256GB, 12MP Front/Back Camera, Wi-Fi 6E, Touch ID, All-Day Battery Life \\u2014 Space Gray\", \"asin\": \"B0DZ77K7KT\", \"price\": \"$849.00\", \"delivery\": \"FREE pickup Tue, Apr 22\"},\n{\"title\": \"iPad Air 11-inch (M2): Built for Apple Intelligence, Liquid Retina Display, 256GB, 12MP Front/Back Camera, Wi-Fi 6E + 5G Cellular, Touch ID, All-Day Battery Life \\u2014 Blue\", \"asin\": \"B0D3J6L53R\", \"price\": \"$779.00\", \"delivery\": \" Two-Day FREE pickup Sun, Apr 20\"},\n{\"title\": \"New Apple iPad 11-inch: A16 chip, 11-inch Model, Liquid Retina Display, 128GB, Wi-Fi 6, 12MP Front/12MP Back Camera, Touch ID, All-Day Battery Life \\u2014 Blue\", \"asin\": \"B0DZ75TN5F\", \"price\": \"$339.00\", \"delivery\": \" Two-Day FREE pickup Sun, Apr 20\"},\n{\"title\": \"iPad Air 13-inch (M2): Built for Apple Intelligence, Liquid Retina Display, 128GB, 12MP Front/Back Camera, Wi-Fi 6E + 5G Cellular, Touch ID, All-Day Battery Life \\u2014 Blue\", \"asin\": \"B0D3J7N642\", \"price\": \"$849.00\", \"delivery\": \" Two-Day FREE pickup Sun, Apr 20\"},\n{\"title\": \"iPad Pro 11-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 256GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E, Face ID, All-Day Battery Life \\u2014 Space Black\", \"asin\": \"B0D3J9XDMQ\", \"price\": \"$899.00\", \"delivery\": \" Two-Day FREE pickup Sun, Apr 20\"},\n{\"title\": \"2022 Apple iPad Air 5th Gen. (10.9 inch, Wi-Fi, 64GB) Space Gray (Renewed Premium)\", \"asin\": \"B0DD2F93LD\", \"price\": \"$439.30\", \"delivery\": \"FREE pickup Tue, Apr 22\"},\n{\"title\": \"Apple iPad Air (10.9-inch, Wi-Fi + Cellular, 64GB) - Space Gray (Latest Model, 4th Generation) (Renewed)\", \"asin\": \"B08NQ1S3BY\", \"price\": \"$307.00\", \"delivery\": \"Only 1 left in stock - order soon.\"},\n{\"title\": \"iPad (10th Generation): with A14 Bionic chip, 10.9-inch Liquid Retina Display, 64GB, Wi-Fi 6, 12MP front/12MP Back Camera, Touch ID, All-Day Battery Life \\u2013 Silver\", \"asin\": \"B0BJLCWFNM\"},\n{\"title\": \"2020 Apple iPad Pro (12.9-inch, Wi-Fi + Cellular, 256GB) - Space Gray (Renewed)\", \"asin\": \"B08HH4RQM5\", \"price\": \"$514.95\", \"delivery\": \"Only 6 left in stock - order soon.\"},\n{\"title\": \"Early 2022 Apple iPad Air 5th Gen (10.9 inch, Wi-Fi, 64GB) Blue (Renewed)\", \"asin\": \"B0B48XF6G3\", \"price\": \"$383.17\", \"delivery\": \" Two-Day FREE pickup Sun, Apr 20 Only 9 left in stock - order soon.\"},\n{\"title\": \"Apple 2022 iPad (10.9-inch, Wi-Fi, 64GB) - Silver (Renewed Premium)\", \"asin\": \"B0CFGG18Y4\", \"price\": \"$299.99\", \"delivery\": \" Two-Day FREE pickup Sun, Apr 20\"},\n{\"title\": \"Galaxy Tab A9+ Plus 11\\u201d 128GB Android Tablet, Big Screen, Quad Speakers, Upgraded Chipset, Multi Window Display, Slim, Light, Durable, Kids Friendly Design, US Version, 2024, Graphite\", \"asin\": \"B0CLF2DNMV\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE pickup Tomorrow, Apr 19\"},\n{\"title\": \"2020 Apple iPad Air (10.9-inch, Wi-Fi, 64GB) - Sky Blue (Renewed Premium)\", \"asin\": \"B0BFC47WQZ\", \"price\": \"$284.00\"},\n{\"title\": \"iPad Air (5th Generation): with M1 chip, 10.9-inch Liquid Retina Display, 64GB, Wi-Fi 6, 12MP front/12MP Back Camera, Touch ID, All-Day Battery Life \\u2013 Blue\", \"asin\": \"B09V3JH3XS\"},\n{\"title\": \"Apple iPad (2018 Model) with Wi-Fi only 32GB Apple 9.7in iPad - Space Gray (Renewed)\", \"asin\": \"B07D3DDJ4L\", \"price\": \"$114.00\", \"delivery\": \" Two-Day FREE pickup Sun, Apr 20\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T00:50:46.220Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.160Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.181Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:49.762Z", "action": "purchase", "action_argument": "B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:50:39.575Z", "action": "input", "action_argument": "ipad air "}
{"timestamp": "2025-04-19T00:50:39.693Z", "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": "ipad air"}],
"cart_items": [{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "price": "$1,499.00"},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "price": "$169.00"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"ads": [{"title": "Apple iPad Air 11-inch with M3 chip Built for Apple Intelligence, Liquid Retina Display, 128GB, 12MP Front/Back Camera, Wi-Fi 6E, Touch ID, All-Day Battery Life \u2014 Blue", "asin": "B0DZ74YQ1V"},
{"title": "Apple iPad Air 11-inch with M3 chip Built for Apple Intelligence, Liquid Retina Display, 128GB, 12MP Front/Back Camera, Wi-Fi 6E, Touch ID, All-Day Battery Life \u2014 Purple", "asin": "B0DZ73HCJZ"}],
"search_results": [{"title": "iPad Air 13-inch with M3 chip Built for Apple Intelligence, Liquid Retina Display, 128GB, 12MP Front/Back Camera, Wi-Fi 6E, Touch ID, All-Day Battery Life \u2014 Space Gray", "asin": "B0DZ76QBLQ", "price": "$754.00", "delivery": "FREE pickup Thu, Apr 24 for Prime members"},
{"title": "iPad Air 13-inch (M2): Built for Apple Intelligence, Liquid Retina Display, 128GB, 12MP Front/Back Camera, Wi-Fi 6E + 5G Cellular, Touch ID, All-Day Battery Life \u2014 Blue", "asin": "B0D3J7N642", "price": "$849.00", "delivery": " Two-Day FREE pickup Sun, Apr 20"},
{"title": "iPad Air 11-inch with M3 chip Built for Apple Intelligence, Liquid Retina Display, 128GB, 12MP Front/Back Camera, Wi-Fi 6E, Touch ID, All-Day Battery Life \u2014 Space Gray", "asin": "B0DZ76BN5D", "price": "$569.00", "delivery": " Two-Day FREE pickup Sun, Apr 20"},
{"title": "iPad Air 13-inch with M3 chip Built for Apple Intelligence, Liquid Retina Display, 256GB, 12MP Front/Back Camera, Wi-Fi 6E, Touch ID, All-Day Battery Life \u2014 Space Gray", "asin": "B0DZ77K7KT", "price": "$849.00", "delivery": "FREE pickup Tue, Apr 22"},
{"title": "iPad Air 11-inch (M2): Built for Apple Intelligence, Liquid Retina Display, 256GB, 12MP Front/Back Camera, Wi-Fi 6E + 5G Cellular, Touch ID, All-Day Battery Life \u2014 Blue", "asin": "B0D3J6L53R", "price": "$779.00", "delivery": " Two-Day FREE pickup Sun, Apr 20"},
{"title": "New Apple iPad 11-inch: A16 chip, 11-inch Model, Liquid Retina Display, 128GB, Wi-Fi 6, 12MP Front/12MP Back Camera, Touch ID, All-Day Battery Life \u2014 Blue", "asin": "B0DZ75TN5F", "price": "$339.00", "delivery": " Two-Day FREE pickup Sun, Apr 20"},
{"title": "iPad Air 13-inch (M2): Built for Apple Intelligence, Liquid Retina Display, 128GB, 12MP Front/Back Camera, Wi-Fi 6E + 5G Cellular, Touch ID, All-Day Battery Life \u2014 Blue", "asin": "B0D3J7N642", "price": "$849.00", "delivery": " Two-Day FREE pickup Sun, Apr 20"},
{"title": "iPad Pro 11-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 256GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E, Face ID, All-Day Battery Life \u2014 Space Black", "asin": "B0D3J9XDMQ", "price": "$899.00", "delivery": " Two-Day FREE pickup Sun, Apr 20"},
{"title": "2022 Apple iPad Air 5th Gen. (10.9 inch, Wi-Fi, 64GB) Space Gray (Renewed Premium)", "asin": "B0DD2F93LD", "price": "$439.30", "delivery": "FREE pickup Tue, Apr 22"},
{"title": "Apple iPad Air (10.9-inch, Wi-Fi + Cellular, 64GB) - Space Gray (Latest Model, 4th Generation) (Renewed)", "asin": "B08NQ1S3BY", "price": "$307.00", "delivery": "Only 1 left in stock - order soon."},
{"title": "iPad (10th Generation): with A14 Bionic chip, 10.9-inch Liquid Retina Display, 64GB, Wi-Fi 6, 12MP front/12MP Back Camera, Touch ID, All-Day Battery Life \u2013 Silver", "asin": "B0BJLCWFNM"},
{"title": "2020 Apple iPad Pro (12.9-inch, Wi-Fi + Cellular, 256GB) - Space Gray (Renewed)", "asin": "B08HH4RQM5", "price": "$514.95", "delivery": "Only 6 left in stock - order soon."},
{"title": "Early 2022 Apple iPad Air 5th Gen (10.9 inch, Wi-Fi, 64GB) Blue (Renewed)", "asin": "B0B48XF6G3", "price": "$383.17", "delivery": " Two-Day FREE pickup Sun, Apr 20 Only 9 left in stock - order soon."},
{"title": "Apple 2022 iPad (10.9-inch, Wi-Fi, 64GB) - Silver (Renewed Premium)", "asin": "B0CFGG18Y4", "price": "$299.99", "delivery": " Two-Day FREE pickup Sun, Apr 20"},
{"title": "Galaxy Tab A9+ Plus 11\u201d 128GB Android Tablet, Big Screen, Quad Speakers, Upgraded Chipset, Multi Window Display, Slim, Light, Durable, Kids Friendly Design, US Version, 2024, Graphite", "asin": "B0CLF2DNMV", "price": "$199.99", "delivery": " One-Day FREE pickup Tomorrow, Apr 19"},
{"title": "2020 Apple iPad Air (10.9-inch, Wi-Fi, 64GB) - Sky Blue (Renewed Premium)", "asin": "B0BFC47WQZ", "price": "$284.00"},
{"title": "iPad Air (5th Generation): with M1 chip, 10.9-inch Liquid Retina Display, 64GB, Wi-Fi 6, 12MP front/12MP Back Camera, Touch ID, All-Day Battery Life \u2013 Blue", "asin": "B09V3JH3XS"},
{"title": "Apple iPad (2018 Model) with Wi-Fi only 32GB Apple 9.7in iPad - Space Gray (Renewed)", "asin": "B07D3DDJ4L", "price": "$114.00", "delivery": " Two-Day FREE pickup Sun, Apr 20"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:50:46.220Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-19T00:50:46.220Z
|
click_product
|
B0D3J7N642
|
rule
|
2025-04-19T00:50:46.220Z
|
click_product
|
B0D3J7N642
|
train
| 388 |
2025-04-19T00:50:46.220Z
|
click_product
|
B0D3J7N642
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.160Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.181Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:49.762Z", "action": "purchase", "action_argument": "B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:50:39.575Z", "action": "input", "action_argument": "ipad air "}
{"timestamp": "2025-04-19T00:50:39.693Z", "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": "ipad air"}],
"cart_items": [{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "price": "$1,499.00"},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "price": "$169.00"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"ads": [{"title": "Apple iPad Air 11-inch with M3 chip Built for Apple Intelligence, Liquid Retina Display, 128GB, 12MP Front/Back Camera, Wi-Fi 6E, Touch ID, All-Day Battery Life \u2014 Blue", "asin": "B0DZ74YQ1V"},
{"title": "Apple iPad Air 11-inch with M3 chip Built for Apple Intelligence, Liquid Retina Display, 128GB, 12MP Front/Back Camera, Wi-Fi 6E, Touch ID, All-Day Battery Life \u2014 Purple", "asin": "B0DZ73HCJZ"}],
"search_results": [{"title": "iPad Air 13-inch with M3 chip Built for Apple Intelligence, Liquid Retina Display, 128GB, 12MP Front/Back Camera, Wi-Fi 6E, Touch ID, All-Day Battery Life \u2014 Space Gray", "asin": "B0DZ76QBLQ", "price": "$754.00", "delivery": "FREE pickup Thu, Apr 24 for Prime members"},
{"title": "iPad Air 13-inch (M2): Built for Apple Intelligence, Liquid Retina Display, 128GB, 12MP Front/Back Camera, Wi-Fi 6E + 5G Cellular, Touch ID, All-Day Battery Life \u2014 Blue", "asin": "B0D3J7N642", "price": "$849.00", "delivery": " Two-Day FREE pickup Sun, Apr 20"},
{"title": "iPad Air 11-inch with M3 chip Built for Apple Intelligence, Liquid Retina Display, 128GB, 12MP Front/Back Camera, Wi-Fi 6E, Touch ID, All-Day Battery Life \u2014 Space Gray", "asin": "B0DZ76BN5D", "price": "$569.00", "delivery": " Two-Day FREE pickup Sun, Apr 20"},
{"title": "iPad Air 13-inch with M3 chip Built for Apple Intelligence, Liquid Retina Display, 256GB, 12MP Front/Back Camera, Wi-Fi 6E, Touch ID, All-Day Battery Life \u2014 Space Gray", "asin": "B0DZ77K7KT", "price": "$849.00", "delivery": "FREE pickup Tue, Apr 22"},
{"title": "iPad Air 11-inch (M2): Built for Apple Intelligence, Liquid Retina Display, 256GB, 12MP Front/Back Camera, Wi-Fi 6E + 5G Cellular, Touch ID, All-Day Battery Life \u2014 Blue", "asin": "B0D3J6L53R", "price": "$779.00", "delivery": " Two-Day FREE pickup Sun, Apr 20"},
{"title": "New Apple iPad 11-inch: A16 chip, 11-inch Model, Liquid Retina Display, 128GB, Wi-Fi 6, 12MP Front/12MP Back Camera, Touch ID, All-Day Battery Life \u2014 Blue", "asin": "B0DZ75TN5F", "price": "$339.00", "delivery": " Two-Day FREE pickup Sun, Apr 20"},
{"title": "iPad Air 13-inch (M2): Built for Apple Intelligence, Liquid Retina Display, 128GB, 12MP Front/Back Camera, Wi-Fi 6E + 5G Cellular, Touch ID, All-Day Battery Life \u2014 Blue", "asin": "B0D3J7N642", "price": "$849.00", "delivery": " Two-Day FREE pickup Sun, Apr 20"},
{"title": "iPad Pro 11-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 256GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E, Face ID, All-Day Battery Life \u2014 Space Black", "asin": "B0D3J9XDMQ", "price": "$899.00", "delivery": " Two-Day FREE pickup Sun, Apr 20"},
{"title": "2022 Apple iPad Air 5th Gen. (10.9 inch, Wi-Fi, 64GB) Space Gray (Renewed Premium)", "asin": "B0DD2F93LD", "price": "$439.30", "delivery": "FREE pickup Tue, Apr 22"},
{"title": "Apple iPad Air (10.9-inch, Wi-Fi + Cellular, 64GB) - Space Gray (Latest Model, 4th Generation) (Renewed)", "asin": "B08NQ1S3BY", "price": "$307.00", "delivery": "Only 1 left in stock - order soon."},
{"title": "iPad (10th Generation): with A14 Bionic chip, 10.9-inch Liquid Retina Display, 64GB, Wi-Fi 6, 12MP front/12MP Back Camera, Touch ID, All-Day Battery Life \u2013 Silver", "asin": "B0BJLCWFNM"},
{"title": "2020 Apple iPad Pro (12.9-inch, Wi-Fi + Cellular, 256GB) - Space Gray (Renewed)", "asin": "B08HH4RQM5", "price": "$514.95", "delivery": "Only 6 left in stock - order soon."},
{"title": "Early 2022 Apple iPad Air 5th Gen (10.9 inch, Wi-Fi, 64GB) Blue (Renewed)", "asin": "B0B48XF6G3", "price": "$383.17", "delivery": " Two-Day FREE pickup Sun, Apr 20 Only 9 left in stock - order soon."},
{"title": "Apple 2022 iPad (10.9-inch, Wi-Fi, 64GB) - Silver (Renewed Premium)", "asin": "B0CFGG18Y4", "price": "$299.99", "delivery": " Two-Day FREE pickup Sun, Apr 20"},
{"title": "Galaxy Tab A9+ Plus 11\u201d 128GB Android Tablet, Big Screen, Quad Speakers, Upgraded Chipset, Multi Window Display, Slim, Light, Durable, Kids Friendly Design, US Version, 2024, Graphite", "asin": "B0CLF2DNMV", "price": "$199.99", "delivery": " One-Day FREE pickup Tomorrow, Apr 19"},
{"title": "2020 Apple iPad Air (10.9-inch, Wi-Fi, 64GB) - Sky Blue (Renewed Premium)", "asin": "B0BFC47WQZ", "price": "$284.00"},
{"title": "iPad Air (5th Generation): with M1 chip, 10.9-inch Liquid Retina Display, 64GB, Wi-Fi 6, 12MP front/12MP Back Camera, Touch ID, All-Day Battery Life \u2013 Blue", "asin": "B09V3JH3XS"},
{"title": "Apple iPad (2018 Model) with Wi-Fi only 32GB Apple 9.7in iPad - Space Gray (Renewed)", "asin": "B07D3DDJ4L", "price": "$114.00", "delivery": " Two-Day FREE pickup Sun, Apr 20"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:50:46.220Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T05:36:04.658Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T05:38:31.905Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n{\"timestamp\": \"2025-04-19T00:44:05.364Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:46:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T00:46:04.043Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:14.711Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:35.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:50.315Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:50.571Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:52.518Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:48:38.279Z\", \"action\": \"purchase\", \"action_argument\": \"B00HA84YXE\"}\n{\"timestamp\": \"2025-04-19T00:49:28.516Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:29.261Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:32.189Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75\"}\n{\"timestamp\": \"2025-04-19T00:49:34.785Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:49:37.187Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:38.870Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.065Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.085Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:43.954Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:43.972Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:47.160Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:47.181Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:49.762Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T00:50:39.575Z\", \"action\": \"input\", \"action_argument\": \"ipad air \"}\n{\"timestamp\": \"2025-04-19T00:50:39.693Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:50:46.220Z\", \"action\": \"click_product\", \"action_argument\": \"B0D3J7N642\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"ipad air\"}],\n\"cart_items\": [{\"title\": \"Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \\u2014 Silver\", \"asin\": \"B0D3J72NN6\", \"price\": \"$1,499.00\"},\n{\"title\": \"AppleCare+ for iPad Pro 13-inch (M4) - 2 years\", \"asin\": \"B0D42FL9CG\", \"price\": \"$169.00\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"price\": \"$299.97\", \"quantity\": \"1\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"price\": \"$279.99\", \"quantity\": \"1\"},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$35.68\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$104.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D3J7N642\"},\n{\"title\": \"Apple iPad Air 13-inch (M2): Built for Apple Intelligence, Liquid Retina Display, 128GB, 12MP Front/Back Camera, Wi-Fi 6E + 5G Cellular, Touch ID, All-Day Battery Life \\u2014 Blue\"},\n{\"price\": \"$849.00\"},\n{\"bullet_list\": \"WHY IPAD AIR \\u2014 iPad Air is powerful, versatile, and comes in a choice of two sizes. Featuring a stunning Liquid Retina display and the amazing performance of the M2 chip, along with Touch ID, advanced cameras, superfast Wi-Fi 6E, and a USB-C connector.* Plus powerful productivity features in iPadOS and next-generation Apple Pencil Pro experience.* BUILT FOR APPLE INTELLIGENCE\\u2014Apple Intelligence is the personal intelligence system that helps you write, express yourself, and get things done effortlessly. With groundbreaking privacy protections, it gives you peace of mind that no one else can access your data\\u2014not even Apple.* 13-INCH LIQUID RETINA DISPLAY \\u2014 The gorgeous Liquid Retina display features advanced technologies like P3 wide color, True Tone, and ultralow reflectivity, which make everything look stunning.* PERFORMANCE AND STORAGE \\u2014 The M2 chip lets you multitask smoothly between powerful apps and play graphics-intensive games. And with all-day battery life, you can keep working and playing wherever you go.* Choose up to 1TB of storage depending on the room you need for apps, music, movies, and more.* IPADOS + APPS \\u2014 iPadOS makes iPad more productive, intuitive, and versatile. With iPadOS, run multiple apps at once, use Apple Pencil to write in any text field with Scribble, and edit and share photos.* Stage Manager makes multitasking easy with resizable, overlapping apps and external display support. iPad Air comes with essential apps like Safari, Messages, and Keynote, with over a million more apps available on the App Store. APPLE PENCIL AND MAGIC KEYBOARD \\u2014 Apple Pencil Pro transforms iPad Air into an immersive drawing canvas and the world\\u2019s best note\\u2011taking device. Apple Pencil (USB-C) is also compatible with iPad Air. Magic Keyboard features a great typing experience and a built\\u2011in trackpad, while doubling as a protective cover for iPad.* ADVANCED CAMERAS \\u2014 iPad Air features a landscape 12MP Ultra Wide front camera that supports Center Stage for videoconferencing or epic Portrait mode selfies. The 12MP Wide back camera is perfect for capturing photos and 4K videos. And get great sound with landscape stereo speakers and two microphones.\"},\n{\"bullet_list\": \" CONNECTIVITY \\u2014 Wi-Fi 6E gives you fast wireless connections for quick transfers of photos, documents, and large video files. And when you\\u2019re away from Wi-Fi, superfast 5G gives you the flexibility to stay connected in more places.* Connect to external displays and more with the USB-C connector. UNLOCK AND PAY WITH TOUCH ID \\u2014 Touch ID is built into the top button, so you can use your fingerprint to unlock your iPad Air, sign in to apps, and make payments securely with Apple Pay.* * LEGAL DISCLAIMERS \\u2014 This is a summary of the main product features. See below to learn more. Apple Intelligence will be available in beta on iPad with M1 and later, with Siri and device language set to U.S. English, as part of iPadOS 18 this fall. \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"WiFi + Cellular\"},\n{\"Size\": \"256GB\"},\n{\"Color\": \"Blue\"},\n{\"Configuration\": \"without AppleCare+\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T00:51:00.453Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.160Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.181Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:49.762Z", "action": "purchase", "action_argument": "B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:50:39.575Z", "action": "input", "action_argument": "ipad air "}
{"timestamp": "2025-04-19T00:50:39.693Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:50:46.220Z", "action": "click_product", "action_argument": "B0D3J7N642"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "ipad air"}],
"cart_items": [{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "price": "$1,499.00"},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "price": "$169.00"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B0D3J7N642"},
{"title": "Apple iPad Air 13-inch (M2): Built for Apple Intelligence, Liquid Retina Display, 128GB, 12MP Front/Back Camera, Wi-Fi 6E + 5G Cellular, Touch ID, All-Day Battery Life \u2014 Blue"},
{"price": "$849.00"},
{"bullet_list": "WHY IPAD AIR \u2014 iPad Air is powerful, versatile, and comes in a choice of two sizes. Featuring a stunning Liquid Retina display and the amazing performance of the M2 chip, along with Touch ID, advanced cameras, superfast Wi-Fi 6E, and a USB-C connector.* Plus powerful productivity features in iPadOS and next-generation Apple Pencil Pro experience.* BUILT FOR APPLE INTELLIGENCE\u2014Apple Intelligence is the personal intelligence system that helps you write, express yourself, and get things done effortlessly. With groundbreaking privacy protections, it gives you peace of mind that no one else can access your data\u2014not even Apple.* 13-INCH LIQUID RETINA DISPLAY \u2014 The gorgeous Liquid Retina display features advanced technologies like P3 wide color, True Tone, and ultralow reflectivity, which make everything look stunning.* PERFORMANCE AND STORAGE \u2014 The M2 chip lets you multitask smoothly between powerful apps and play graphics-intensive games. And with all-day battery life, you can keep working and playing wherever you go.* Choose up to 1TB of storage depending on the room you need for apps, music, movies, and more.* IPADOS + APPS \u2014 iPadOS makes iPad more productive, intuitive, and versatile. With iPadOS, run multiple apps at once, use Apple Pencil to write in any text field with Scribble, and edit and share photos.* Stage Manager makes multitasking easy with resizable, overlapping apps and external display support. iPad Air comes with essential apps like Safari, Messages, and Keynote, with over a million more apps available on the App Store. APPLE PENCIL AND MAGIC KEYBOARD \u2014 Apple Pencil Pro transforms iPad Air into an immersive drawing canvas and the world\u2019s best note\u2011taking device. Apple Pencil (USB-C) is also compatible with iPad Air. Magic Keyboard features a great typing experience and a built\u2011in trackpad, while doubling as a protective cover for iPad.* ADVANCED CAMERAS \u2014 iPad Air features a landscape 12MP Ultra Wide front camera that supports Center Stage for videoconferencing or epic Portrait mode selfies. The 12MP Wide back camera is perfect for capturing photos and 4K videos. And get great sound with landscape stereo speakers and two microphones."},
{"bullet_list": " CONNECTIVITY \u2014 Wi-Fi 6E gives you fast wireless connections for quick transfers of photos, documents, and large video files. And when you\u2019re away from Wi-Fi, superfast 5G gives you the flexibility to stay connected in more places.* Connect to external displays and more with the USB-C connector. UNLOCK AND PAY WITH TOUCH ID \u2014 Touch ID is built into the top button, so you can use your fingerprint to unlock your iPad Air, sign in to apps, and make payments securely with Apple Pay.* * LEGAL DISCLAIMERS \u2014 This is a summary of the main product features. See below to learn more. Apple Intelligence will be available in beta on iPad with M1 and later, with Siri and device language set to U.S. English, as part of iPadOS 18 this fall. "}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "WiFi + Cellular"},
{"Size": "256GB"},
{"Color": "Blue"},
{"Configuration": "without AppleCare+"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:51:00.453Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-19T00:51:00.453Z
|
click
|
product_option
|
rule
|
2025-04-19T00:51:00.453Z
|
click
|
product_option
|
train
| 389 |
2025-04-19T00:51:00.453Z
|
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": "2025-04-13T05:36:04.658Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T05:38:31.905Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.160Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.181Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:49.762Z", "action": "purchase", "action_argument": "B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T00:50:39.575Z", "action": "input", "action_argument": "ipad air "}
{"timestamp": "2025-04-19T00:50:39.693Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:50:46.220Z", "action": "click_product", "action_argument": "B0D3J7N642"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "ipad air"}],
"cart_items": [{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 512GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E + 5G Cellular, Face ID, All-Day Battery Life \u2014 Silver", "asin": "B0D3J72NN6", "price": "$1,499.00"},
{"title": "AppleCare+ for iPad Pro 13-inch (M4) - 2 years", "asin": "B0D42FL9CG", "price": "$169.00"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B0D3J7N642"},
{"title": "Apple iPad Air 13-inch (M2): Built for Apple Intelligence, Liquid Retina Display, 128GB, 12MP Front/Back Camera, Wi-Fi 6E + 5G Cellular, Touch ID, All-Day Battery Life \u2014 Blue"},
{"price": "$849.00"},
{"bullet_list": "WHY IPAD AIR \u2014 iPad Air is powerful, versatile, and comes in a choice of two sizes. Featuring a stunning Liquid Retina display and the amazing performance of the M2 chip, along with Touch ID, advanced cameras, superfast Wi-Fi 6E, and a USB-C connector.* Plus powerful productivity features in iPadOS and next-generation Apple Pencil Pro experience.* BUILT FOR APPLE INTELLIGENCE\u2014Apple Intelligence is the personal intelligence system that helps you write, express yourself, and get things done effortlessly. With groundbreaking privacy protections, it gives you peace of mind that no one else can access your data\u2014not even Apple.* 13-INCH LIQUID RETINA DISPLAY \u2014 The gorgeous Liquid Retina display features advanced technologies like P3 wide color, True Tone, and ultralow reflectivity, which make everything look stunning.* PERFORMANCE AND STORAGE \u2014 The M2 chip lets you multitask smoothly between powerful apps and play graphics-intensive games. And with all-day battery life, you can keep working and playing wherever you go.* Choose up to 1TB of storage depending on the room you need for apps, music, movies, and more.* IPADOS + APPS \u2014 iPadOS makes iPad more productive, intuitive, and versatile. With iPadOS, run multiple apps at once, use Apple Pencil to write in any text field with Scribble, and edit and share photos.* Stage Manager makes multitasking easy with resizable, overlapping apps and external display support. iPad Air comes with essential apps like Safari, Messages, and Keynote, with over a million more apps available on the App Store. APPLE PENCIL AND MAGIC KEYBOARD \u2014 Apple Pencil Pro transforms iPad Air into an immersive drawing canvas and the world\u2019s best note\u2011taking device. Apple Pencil (USB-C) is also compatible with iPad Air. Magic Keyboard features a great typing experience and a built\u2011in trackpad, while doubling as a protective cover for iPad.* ADVANCED CAMERAS \u2014 iPad Air features a landscape 12MP Ultra Wide front camera that supports Center Stage for videoconferencing or epic Portrait mode selfies. The 12MP Wide back camera is perfect for capturing photos and 4K videos. And get great sound with landscape stereo speakers and two microphones."},
{"bullet_list": " CONNECTIVITY \u2014 Wi-Fi 6E gives you fast wireless connections for quick transfers of photos, documents, and large video files. And when you\u2019re away from Wi-Fi, superfast 5G gives you the flexibility to stay connected in more places.* Connect to external displays and more with the USB-C connector. UNLOCK AND PAY WITH TOUCH ID \u2014 Touch ID is built into the top button, so you can use your fingerprint to unlock your iPad Air, sign in to apps, and make payments securely with Apple Pay.* * LEGAL DISCLAIMERS \u2014 This is a summary of the main product features. See below to learn more. Apple Intelligence will be available in beta on iPad with M1 and later, with Siri and device language set to U.S. English, as part of iPadOS 18 this fall. "}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "WiFi + Cellular"},
{"Size": "256GB"},
{"Color": "Blue"},
{"Configuration": "without AppleCare+"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T00:51:00.453Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n{\"timestamp\": \"2025-04-19T00:44:05.364Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:46:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T00:46:04.043Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:14.711Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:35.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:50.315Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:50.571Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:52.518Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:48:38.279Z\", \"action\": \"purchase\", \"action_argument\": \"B00HA84YXE\"}\n{\"timestamp\": \"2025-04-19T00:49:28.516Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:29.261Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:32.189Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75\"}\n{\"timestamp\": \"2025-04-19T00:49:34.785Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:49:37.187Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:38.870Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.065Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.085Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:43.954Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:43.972Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:47.160Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:47.181Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:49.762Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG\"}\n{\"timestamp\": \"2025-04-19T00:50:39.575Z\", \"action\": \"input\", \"action_argument\": \"ipad air \"}\n{\"timestamp\": \"2025-04-19T00:50:39.693Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:50:46.220Z\", \"action\": \"click_product\", \"action_argument\": \"B0D3J7N642\"}\n{\"timestamp\": \"2025-04-19T00:51:00.453Z\", \"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\"cart_items\": [{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"price\": \"$299.97\", \"quantity\": \"1\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"price\": \"$279.99\", \"quantity\": \"1\"},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$35.68\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$104.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BBL3D5QG\"},\n{\"title\": \"Spigen Rugged Armor Pro Designed for Apple Watch Ultra 2/1 Case with Band Protective TPU Cover with Strap - Crystal Clear\"},\n{\"price\": \"$23.99\"},\n{\"bullet_list\": \"Rugged design: Unibody case with unique carbon fiber accents absorbs shock, keeping your Apple Watch Ultra safe from bumps and scratches Protection around the clock: Raised edges around the bezel protect the display Uncompromising Functionality: Precise cutouts ensure effortless access to all functionalities, including Digital Crown, speaker, Action Button, and side button One size fits most: Fits most wrist sizes from 5.5\\\" (140mm) - 8.5\\\" (215mm) Check for Compatibility: Only compatible with Apple Watch Ultra 2 (2024, 2023)/Apple Watch Ultra (2022)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"Crystal Clear\"}],\n\"promotion_items\": [{\"title\": \"MOFREE Stainless Steel Watch Band with Case Compatible for Apple Watch 49mm Ultra 2 (2024) / Ultra for Men, Rugged Strap with Metal Protective Bumper Cover for iWatch Band 49mm Silver\", \"asin\": \"B0DQTY9RK8\", \"price\": \"$30.99\", \"quantity\": \"\"},\n{\"title\": \"Delidigi Rugged Case and Band Compatible with Apple Watch 49mm 46mm 45mm 44mm, TPU Sport Strap with Protective Cover Bumper Case for iWatch Ultra 2 Series 10 9 8 SE2 7 6 SE 5 4 Men Women\", \"asin\": \"B0DPWQCYTB\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"amBand Bands Case Screen Protector Compatible with Apple Watch Ultra 2/1 49mm, M1 Sport Series Rugged Cover Strap and 9H Tempered Glass Film, Military Protective Bumper for iWatch 49 mm Men Clear\", \"asin\": \"B0C1YD8LG2\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Metal Case for Apple Watch Ultra 49mm, 2 in 1 Rugged Protective Silicone Bumper Cov...\", \"asin\": \"B0DGQDWB2W\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Case compatible with Apple Watch Series 10 46mm Bands for Men, iG3200 High End Spor...\", \"asin\": \"B0DT4KYBRR\", \"price\": \"$58.99\", \"quantity\": \"\"},\n{\"title\": \"iG-3200 Modified Watch Case for (2024) Apple Watch Series 10 46mm Band with Cover R...\", \"asin\": \"B0DHVFV45C\", \"price\": \"$56.99\", \"quantity\": \"\"},\n{\"title\": \"ULTIMAL Rugged Case with Band for Apple Watch 49mm,Compatible with Apple Watch Ultra/Ultra 2, Military Grade Shockproof Bumper Cover for iWatch Tactical Band Men (49mm,Black)\", \"asin\": \"B0DT3S6CDD\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"amBand 3 in 1 Metal Case Compatible with Apple Watch Series 9/8/7 45mm, W1 Rugged Bumper Protector [Turning into Ultra 2/1 Upgrade] with Watch Crown + Back Cover, Natural Titanium\", \"asin\": \"B0CT8V7Z6K\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"amBand Bands Compatible with Apple Watch Ultra 2/1 49mm, M1 Sport Series Rugged Durable Strap with Metal Connector to Match Ultra's Titanium Case for iWatch 49 mm Men Titanium/Black\", \"asin\": \"B0D3HVDZ4L\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"amBand Compatible with Apple Watch Ultra 2/1 Bands Case 49mm for Men, M3 Rugged Cover Military Sport Strap with Glass Screen Protector, Heavy Duty Protective Bumper for iWatch 49 mm - Matte Black\", \"asin\": \"B0DGG6YHFS\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Delidigi Rugged Case and Band Compatible with Apple Watch 49mm 46mm 45mm 44mm, TPU Sport Strap with Protective Cover Bumper Case for iWatch Ultra 2 Series 10 9 8 SE2 7 6 SE 5 4 Men Women\", \"asin\": \"B0CWTZ5N5G\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"WSKEN for Apple Watch Ultra 2/Ultra Screen Protector 49mm,9H Tempered Glass + Titanium Alloy Frame, [Keep Original] [Touch Sensitive] Lightweight Protective Film iwatch 2 Pack,Original\", \"asin\": \"B0BPS842DH\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Business Stainless Steel Case with Band Compatiable for 49mm Apple Watch Ultra 2/1 bands for men, Rugged Metal Apple Watch Bumper Case Cover with Solid Replacement Strap for iWatch Band,Silver\", \"asin\": \"B0DQTQCMXQ\", \"price\": \"$30.25\", \"quantity\": \"\"},\n{\"title\": \"Jopinl Watch Band for Apple Watch Ultra 2 Band 49mm 46mm 45mm 44mm, Men Luxury Rugged Silicone Rubber Strap with Metal Connector & Folding Clasp for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE\", \"asin\": \"B0CZRKM41K\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"amBand 3 in 1 Metal Case Compatible with Apple Watch Series 6/5/4 SE/SE2 44mm, W1 Rugged Bumper Protector [Turning into Ultra 2/1 Upgrade] with Watch Crown + Back Cover, Natural Titanium\", \"asin\": \"B0CT8VPK54\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"amBand Bands Compatible with Apple Watch 9/8/7 45mm, M1 Sport Series Rugged Durable Strap with Stainless Steel Connector to Match Watch's Metal Case for iWatch SE/6/5/4/3 44mm 42mm Men Titanium/Black\", \"asin\": \"B0D3YXQQJK\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Business Stainless Steel Case with Band Compatiable for 49mm Apple Watch Ultra 2/1 bands for men, Rugged Metal Apple Watch Bumper Case Cover with Solid Replacement Strap for iWatch Band,Silver\", \"asin\": \"B0DQTQCMXQ\", \"price\": \"$30.25\", \"quantity\": \"\"},\n{\"title\": \"Milanese Mesh Loop Compatible with Apple Watch Band Ultra 2/Ultra 49mm 46mm 45mm 44mm Men Women, Designer Parachute-Style Metal Buckle Adjustable Strap for iWatch SE Series 10/9/8/7/6/5/4\", \"asin\": \"B0DHL79RBJ\", \"price\": \"$29.29\", \"quantity\": \"\"},\n{\"title\": \"Delidigi Rugged Case and Band Compatible with Apple Watch 49mm 46mm 45mm 44mm, TPU Sport Strap with Protective Cover Bumper Case for iWatch Ultra 2 Series 10 9 8 SE2 7 6 SE 5 4 Men Women\", \"asin\": \"B0CWTZ5N5G\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"amBand Compatible with Apple Watch Ultra 2/1 Bands Case 49mm for Men, M3 Rugged Cover Military Sport Strap with Glass Screen Protector, Heavy Duty Protective Bumper for iWatch 49 mm - Matte Black\", \"asin\": \"B0DGG6YHFS\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"MOFREE Stainless Steel Watch Band with Case Compatible for Apple Watch 49mm Ultra 2 (2024) / Ultra for Men, Rugged Strap with Metal Protective Bumper Cover for iWatch Band 49mm Silver\", \"asin\": \"B0DQTY9RK8\", \"price\": \"$30.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Spigen Rugged Armor Pro Designed for Apple Watch Ultra 2/1 Case with Band Protective TPU Cover with Strap - Crystal Clear\", \"asin\": \"B0BBL3D5QG\", \"price\": \"$23.99\"},\n{\"title\": \"Wrist Strap Band Compatible with AirPods Pro Case Breathable Bands Silicone Wrist Shell Compatible with Apple AirPods Pro Protective Cover Wireless Charging Case (Pink Purple)\", \"asin\": \"B085G5BCFW\", \"price\": \"$9.98\"},\n{\"title\": \"Spigen Lock Fit Secure Locking System Cover Designed for Apple Watch Ultra 2/1 Case 49mm - Black\", \"asin\": \"B0BYMDB2ZN\", \"price\": \"$19.99\"},\n{\"title\": \"Spigen Rugged Armor Designed for Apple Watch Ultra 2/1 Case 49mm Durable TPU Cover - Black\", \"asin\": \"B0BBL6JXZ2\", \"price\": \"$18.99\"},\n{\"title\": \"Elkson Made for Apple Watch Ultra 2 1 Bumper Case Screen Protector Kit 49mm Quattro Max Series Rugged, Military-Grade Durable Flexible Shockproof Protective Cover w/Tempered Glass for iWatch, Black\", \"asin\": \"B0BKZC6B7Q\", \"price\": \"$14.99\"},\n{\"title\": \"amBand for Apple Watch Ultra 2 Case, M1 Sport Series Durable Bumper and Screen Protector Fits iWatch Ultra2/1 Bands 49mm, Waterproof Gym Workout Accessories for Running Swimming Boating - Navy Blue\", \"asin\": \"B0CZKWVLLT\", \"price\": \"$27.99\"}]\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\": \"2025-04-19T06:44:30.524Z\", // 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.160Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.181Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:49.762Z", "action": "purchase", "action_argument": "B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG"}
{"timestamp": "2025-04-19T00:50:39.575Z", "action": "input", "action_argument": "ipad air "}
{"timestamp": "2025-04-19T00:50:39.693Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:50:46.220Z", "action": "click_product", "action_argument": "B0D3J7N642"}
{"timestamp": "2025-04-19T00:51:00.453Z", "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": ""}],
"cart_items": [{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B0BBL3D5QG"},
{"title": "Spigen Rugged Armor Pro Designed for Apple Watch Ultra 2/1 Case with Band Protective TPU Cover with Strap - Crystal Clear"},
{"price": "$23.99"},
{"bullet_list": "Rugged design: Unibody case with unique carbon fiber accents absorbs shock, keeping your Apple Watch Ultra safe from bumps and scratches Protection around the clock: Raised edges around the bezel protect the display Uncompromising Functionality: Precise cutouts ensure effortless access to all functionalities, including Digital Crown, speaker, Action Button, and side button One size fits most: Fits most wrist sizes from 5.5\" (140mm) - 8.5\" (215mm) Check for Compatibility: Only compatible with Apple Watch Ultra 2 (2024, 2023)/Apple Watch Ultra (2022)"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Color": "Crystal Clear"}],
"promotion_items": [{"title": "MOFREE Stainless Steel Watch Band with Case Compatible for Apple Watch 49mm Ultra 2 (2024) / Ultra for Men, Rugged Strap with Metal Protective Bumper Cover for iWatch Band 49mm Silver", "asin": "B0DQTY9RK8", "price": "$30.99", "quantity": ""},
{"title": "Delidigi Rugged Case and Band Compatible with Apple Watch 49mm 46mm 45mm 44mm, TPU Sport Strap with Protective Cover Bumper Case for iWatch Ultra 2 Series 10 9 8 SE2 7 6 SE 5 4 Men Women", "asin": "B0DPWQCYTB", "price": "$27.99", "quantity": ""},
{"title": "amBand Bands Case Screen Protector Compatible with Apple Watch Ultra 2/1 49mm, M1 Sport Series Rugged Cover Strap and 9H Tempered Glass Film, Military Protective Bumper for iWatch 49 mm Men Clear", "asin": "B0C1YD8LG2", "price": "$27.99", "quantity": ""},
{"title": "Metal Case for Apple Watch Ultra 49mm, 2 in 1 Rugged Protective Silicone Bumper Cov...", "asin": "B0DGQDWB2W", "price": "$26.99", "quantity": ""},
{"title": "Case compatible with Apple Watch Series 10 46mm Bands for Men, iG3200 High End Spor...", "asin": "B0DT4KYBRR", "price": "$58.99", "quantity": ""},
{"title": "iG-3200 Modified Watch Case for (2024) Apple Watch Series 10 46mm Band with Cover R...", "asin": "B0DHVFV45C", "price": "$56.99", "quantity": ""},
{"title": "ULTIMAL Rugged Case with Band for Apple Watch 49mm,Compatible with Apple Watch Ultra/Ultra 2, Military Grade Shockproof Bumper Cover for iWatch Tactical Band Men (49mm,Black)", "asin": "B0DT3S6CDD", "price": "$37.99", "quantity": ""},
{"title": "amBand 3 in 1 Metal Case Compatible with Apple Watch Series 9/8/7 45mm, W1 Rugged Bumper Protector [Turning into Ultra 2/1 Upgrade] with Watch Crown + Back Cover, Natural Titanium", "asin": "B0CT8V7Z6K", "price": "$19.99", "quantity": ""},
{"title": "amBand Bands Compatible with Apple Watch Ultra 2/1 49mm, M1 Sport Series Rugged Durable Strap with Metal Connector to Match Ultra's Titanium Case for iWatch 49 mm Men Titanium/Black", "asin": "B0D3HVDZ4L", "price": "$29.99", "quantity": ""},
{"title": "amBand Compatible with Apple Watch Ultra 2/1 Bands Case 49mm for Men, M3 Rugged Cover Military Sport Strap with Glass Screen Protector, Heavy Duty Protective Bumper for iWatch 49 mm - Matte Black", "asin": "B0DGG6YHFS", "price": "$39.99", "quantity": ""},
{"title": "Delidigi Rugged Case and Band Compatible with Apple Watch 49mm 46mm 45mm 44mm, TPU Sport Strap with Protective Cover Bumper Case for iWatch Ultra 2 Series 10 9 8 SE2 7 6 SE 5 4 Men Women", "asin": "B0CWTZ5N5G", "price": "$27.99", "quantity": ""},
{"title": "WSKEN for Apple Watch Ultra 2/Ultra Screen Protector 49mm,9H Tempered Glass + Titanium Alloy Frame, [Keep Original] [Touch Sensitive] Lightweight Protective Film iwatch 2 Pack,Original", "asin": "B0BPS842DH", "price": "$14.99", "quantity": ""},
{"title": "Business Stainless Steel Case with Band Compatiable for 49mm Apple Watch Ultra 2/1 bands for men, Rugged Metal Apple Watch Bumper Case Cover with Solid Replacement Strap for iWatch Band,Silver", "asin": "B0DQTQCMXQ", "price": "$30.25", "quantity": ""},
{"title": "Jopinl Watch Band for Apple Watch Ultra 2 Band 49mm 46mm 45mm 44mm, Men Luxury Rugged Silicone Rubber Strap with Metal Connector & Folding Clasp for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE", "asin": "B0CZRKM41K", "price": "$23.99", "quantity": ""},
{"title": "amBand 3 in 1 Metal Case Compatible with Apple Watch Series 6/5/4 SE/SE2 44mm, W1 Rugged Bumper Protector [Turning into Ultra 2/1 Upgrade] with Watch Crown + Back Cover, Natural Titanium", "asin": "B0CT8VPK54", "price": "$19.99", "quantity": ""},
{"title": "amBand Bands Compatible with Apple Watch 9/8/7 45mm, M1 Sport Series Rugged Durable Strap with Stainless Steel Connector to Match Watch's Metal Case for iWatch SE/6/5/4/3 44mm 42mm Men Titanium/Black", "asin": "B0D3YXQQJK", "price": "$29.99", "quantity": ""},
{"title": "Business Stainless Steel Case with Band Compatiable for 49mm Apple Watch Ultra 2/1 bands for men, Rugged Metal Apple Watch Bumper Case Cover with Solid Replacement Strap for iWatch Band,Silver", "asin": "B0DQTQCMXQ", "price": "$30.25", "quantity": ""},
{"title": "Milanese Mesh Loop Compatible with Apple Watch Band Ultra 2/Ultra 49mm 46mm 45mm 44mm Men Women, Designer Parachute-Style Metal Buckle Adjustable Strap for iWatch SE Series 10/9/8/7/6/5/4", "asin": "B0DHL79RBJ", "price": "$29.29", "quantity": ""},
{"title": "Delidigi Rugged Case and Band Compatible with Apple Watch 49mm 46mm 45mm 44mm, TPU Sport Strap with Protective Cover Bumper Case for iWatch Ultra 2 Series 10 9 8 SE2 7 6 SE 5 4 Men Women", "asin": "B0CWTZ5N5G", "price": "$27.99", "quantity": ""},
{"title": "amBand Compatible with Apple Watch Ultra 2/1 Bands Case 49mm for Men, M3 Rugged Cover Military Sport Strap with Glass Screen Protector, Heavy Duty Protective Bumper for iWatch 49 mm - Matte Black", "asin": "B0DGG6YHFS", "price": "$39.99", "quantity": ""},
{"title": "MOFREE Stainless Steel Watch Band with Case Compatible for Apple Watch 49mm Ultra 2 (2024) / Ultra for Men, Rugged Strap with Metal Protective Bumper Cover for iWatch Band 49mm Silver", "asin": "B0DQTY9RK8", "price": "$30.99", "quantity": ""}],
"comparison_items": [{"title": "Spigen Rugged Armor Pro Designed for Apple Watch Ultra 2/1 Case with Band Protective TPU Cover with Strap - Crystal Clear", "asin": "B0BBL3D5QG", "price": "$23.99"},
{"title": "Wrist Strap Band Compatible with AirPods Pro Case Breathable Bands Silicone Wrist Shell Compatible with Apple AirPods Pro Protective Cover Wireless Charging Case (Pink Purple)", "asin": "B085G5BCFW", "price": "$9.98"},
{"title": "Spigen Lock Fit Secure Locking System Cover Designed for Apple Watch Ultra 2/1 Case 49mm - Black", "asin": "B0BYMDB2ZN", "price": "$19.99"},
{"title": "Spigen Rugged Armor Designed for Apple Watch Ultra 2/1 Case 49mm Durable TPU Cover - Black", "asin": "B0BBL6JXZ2", "price": "$18.99"},
{"title": "Elkson Made for Apple Watch Ultra 2 1 Bumper Case Screen Protector Kit 49mm Quattro Max Series Rugged, Military-Grade Durable Flexible Shockproof Protective Cover w/Tempered Glass for iWatch, Black", "asin": "B0BKZC6B7Q", "price": "$14.99"},
{"title": "amBand for Apple Watch Ultra 2 Case, M1 Sport Series Durable Bumper and Screen Protector Fits iWatch Ultra2/1 Bands 49mm, Waterproof Gym Workout Accessories for Running Swimming Boating - Navy Blue", "asin": "B0CZKWVLLT", "price": "$27.99"}]
<|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": "2025-04-19T06:44:30.524Z", // 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>
|
2025-04-19T06:44:30.524Z
|
click
|
review
|
rule
|
2025-04-19T06:44:30.524Z
|
click
|
review
|
train
| 390 |
2025-04-19T06:44:30.524Z
|
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": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.160Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.181Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:49.762Z", "action": "purchase", "action_argument": "B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG"}
{"timestamp": "2025-04-19T00:50:39.575Z", "action": "input", "action_argument": "ipad air "}
{"timestamp": "2025-04-19T00:50:39.693Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:50:46.220Z", "action": "click_product", "action_argument": "B0D3J7N642"}
{"timestamp": "2025-04-19T00:51:00.453Z", "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": ""}],
"cart_items": [{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B0BBL3D5QG"},
{"title": "Spigen Rugged Armor Pro Designed for Apple Watch Ultra 2/1 Case with Band Protective TPU Cover with Strap - Crystal Clear"},
{"price": "$23.99"},
{"bullet_list": "Rugged design: Unibody case with unique carbon fiber accents absorbs shock, keeping your Apple Watch Ultra safe from bumps and scratches Protection around the clock: Raised edges around the bezel protect the display Uncompromising Functionality: Precise cutouts ensure effortless access to all functionalities, including Digital Crown, speaker, Action Button, and side button One size fits most: Fits most wrist sizes from 5.5\" (140mm) - 8.5\" (215mm) Check for Compatibility: Only compatible with Apple Watch Ultra 2 (2024, 2023)/Apple Watch Ultra (2022)"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Color": "Crystal Clear"}],
"promotion_items": [{"title": "MOFREE Stainless Steel Watch Band with Case Compatible for Apple Watch 49mm Ultra 2 (2024) / Ultra for Men, Rugged Strap with Metal Protective Bumper Cover for iWatch Band 49mm Silver", "asin": "B0DQTY9RK8", "price": "$30.99", "quantity": ""},
{"title": "Delidigi Rugged Case and Band Compatible with Apple Watch 49mm 46mm 45mm 44mm, TPU Sport Strap with Protective Cover Bumper Case for iWatch Ultra 2 Series 10 9 8 SE2 7 6 SE 5 4 Men Women", "asin": "B0DPWQCYTB", "price": "$27.99", "quantity": ""},
{"title": "amBand Bands Case Screen Protector Compatible with Apple Watch Ultra 2/1 49mm, M1 Sport Series Rugged Cover Strap and 9H Tempered Glass Film, Military Protective Bumper for iWatch 49 mm Men Clear", "asin": "B0C1YD8LG2", "price": "$27.99", "quantity": ""},
{"title": "Metal Case for Apple Watch Ultra 49mm, 2 in 1 Rugged Protective Silicone Bumper Cov...", "asin": "B0DGQDWB2W", "price": "$26.99", "quantity": ""},
{"title": "Case compatible with Apple Watch Series 10 46mm Bands for Men, iG3200 High End Spor...", "asin": "B0DT4KYBRR", "price": "$58.99", "quantity": ""},
{"title": "iG-3200 Modified Watch Case for (2024) Apple Watch Series 10 46mm Band with Cover R...", "asin": "B0DHVFV45C", "price": "$56.99", "quantity": ""},
{"title": "ULTIMAL Rugged Case with Band for Apple Watch 49mm,Compatible with Apple Watch Ultra/Ultra 2, Military Grade Shockproof Bumper Cover for iWatch Tactical Band Men (49mm,Black)", "asin": "B0DT3S6CDD", "price": "$37.99", "quantity": ""},
{"title": "amBand 3 in 1 Metal Case Compatible with Apple Watch Series 9/8/7 45mm, W1 Rugged Bumper Protector [Turning into Ultra 2/1 Upgrade] with Watch Crown + Back Cover, Natural Titanium", "asin": "B0CT8V7Z6K", "price": "$19.99", "quantity": ""},
{"title": "amBand Bands Compatible with Apple Watch Ultra 2/1 49mm, M1 Sport Series Rugged Durable Strap with Metal Connector to Match Ultra's Titanium Case for iWatch 49 mm Men Titanium/Black", "asin": "B0D3HVDZ4L", "price": "$29.99", "quantity": ""},
{"title": "amBand Compatible with Apple Watch Ultra 2/1 Bands Case 49mm for Men, M3 Rugged Cover Military Sport Strap with Glass Screen Protector, Heavy Duty Protective Bumper for iWatch 49 mm - Matte Black", "asin": "B0DGG6YHFS", "price": "$39.99", "quantity": ""},
{"title": "Delidigi Rugged Case and Band Compatible with Apple Watch 49mm 46mm 45mm 44mm, TPU Sport Strap with Protective Cover Bumper Case for iWatch Ultra 2 Series 10 9 8 SE2 7 6 SE 5 4 Men Women", "asin": "B0CWTZ5N5G", "price": "$27.99", "quantity": ""},
{"title": "WSKEN for Apple Watch Ultra 2/Ultra Screen Protector 49mm,9H Tempered Glass + Titanium Alloy Frame, [Keep Original] [Touch Sensitive] Lightweight Protective Film iwatch 2 Pack,Original", "asin": "B0BPS842DH", "price": "$14.99", "quantity": ""},
{"title": "Business Stainless Steel Case with Band Compatiable for 49mm Apple Watch Ultra 2/1 bands for men, Rugged Metal Apple Watch Bumper Case Cover with Solid Replacement Strap for iWatch Band,Silver", "asin": "B0DQTQCMXQ", "price": "$30.25", "quantity": ""},
{"title": "Jopinl Watch Band for Apple Watch Ultra 2 Band 49mm 46mm 45mm 44mm, Men Luxury Rugged Silicone Rubber Strap with Metal Connector & Folding Clasp for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE", "asin": "B0CZRKM41K", "price": "$23.99", "quantity": ""},
{"title": "amBand 3 in 1 Metal Case Compatible with Apple Watch Series 6/5/4 SE/SE2 44mm, W1 Rugged Bumper Protector [Turning into Ultra 2/1 Upgrade] with Watch Crown + Back Cover, Natural Titanium", "asin": "B0CT8VPK54", "price": "$19.99", "quantity": ""},
{"title": "amBand Bands Compatible with Apple Watch 9/8/7 45mm, M1 Sport Series Rugged Durable Strap with Stainless Steel Connector to Match Watch's Metal Case for iWatch SE/6/5/4/3 44mm 42mm Men Titanium/Black", "asin": "B0D3YXQQJK", "price": "$29.99", "quantity": ""},
{"title": "Business Stainless Steel Case with Band Compatiable for 49mm Apple Watch Ultra 2/1 bands for men, Rugged Metal Apple Watch Bumper Case Cover with Solid Replacement Strap for iWatch Band,Silver", "asin": "B0DQTQCMXQ", "price": "$30.25", "quantity": ""},
{"title": "Milanese Mesh Loop Compatible with Apple Watch Band Ultra 2/Ultra 49mm 46mm 45mm 44mm Men Women, Designer Parachute-Style Metal Buckle Adjustable Strap for iWatch SE Series 10/9/8/7/6/5/4", "asin": "B0DHL79RBJ", "price": "$29.29", "quantity": ""},
{"title": "Delidigi Rugged Case and Band Compatible with Apple Watch 49mm 46mm 45mm 44mm, TPU Sport Strap with Protective Cover Bumper Case for iWatch Ultra 2 Series 10 9 8 SE2 7 6 SE 5 4 Men Women", "asin": "B0CWTZ5N5G", "price": "$27.99", "quantity": ""},
{"title": "amBand Compatible with Apple Watch Ultra 2/1 Bands Case 49mm for Men, M3 Rugged Cover Military Sport Strap with Glass Screen Protector, Heavy Duty Protective Bumper for iWatch 49 mm - Matte Black", "asin": "B0DGG6YHFS", "price": "$39.99", "quantity": ""},
{"title": "MOFREE Stainless Steel Watch Band with Case Compatible for Apple Watch 49mm Ultra 2 (2024) / Ultra for Men, Rugged Strap with Metal Protective Bumper Cover for iWatch Band 49mm Silver", "asin": "B0DQTY9RK8", "price": "$30.99", "quantity": ""}],
"comparison_items": [{"title": "Spigen Rugged Armor Pro Designed for Apple Watch Ultra 2/1 Case with Band Protective TPU Cover with Strap - Crystal Clear", "asin": "B0BBL3D5QG", "price": "$23.99"},
{"title": "Wrist Strap Band Compatible with AirPods Pro Case Breathable Bands Silicone Wrist Shell Compatible with Apple AirPods Pro Protective Cover Wireless Charging Case (Pink Purple)", "asin": "B085G5BCFW", "price": "$9.98"},
{"title": "Spigen Lock Fit Secure Locking System Cover Designed for Apple Watch Ultra 2/1 Case 49mm - Black", "asin": "B0BYMDB2ZN", "price": "$19.99"},
{"title": "Spigen Rugged Armor Designed for Apple Watch Ultra 2/1 Case 49mm Durable TPU Cover - Black", "asin": "B0BBL6JXZ2", "price": "$18.99"},
{"title": "Elkson Made for Apple Watch Ultra 2 1 Bumper Case Screen Protector Kit 49mm Quattro Max Series Rugged, Military-Grade Durable Flexible Shockproof Protective Cover w/Tempered Glass for iWatch, Black", "asin": "B0BKZC6B7Q", "price": "$14.99"},
{"title": "amBand for Apple Watch Ultra 2 Case, M1 Sport Series Durable Bumper and Screen Protector Fits iWatch Ultra2/1 Bands 49mm, Waterproof Gym Workout Accessories for Running Swimming Boating - Navy Blue", "asin": "B0CZKWVLLT", "price": "$27.99"}]
<|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": "2025-04-19T06:44:30.524Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n{\"timestamp\": \"2025-04-19T00:44:05.364Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:46:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T00:46:04.043Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:14.711Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:35.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:50.315Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:50.571Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:52.518Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:48:38.279Z\", \"action\": \"purchase\", \"action_argument\": \"B00HA84YXE\"}\n{\"timestamp\": \"2025-04-19T00:49:28.516Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:29.261Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:32.189Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75\"}\n{\"timestamp\": \"2025-04-19T00:49:34.785Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:49:37.187Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:38.870Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.065Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.085Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:43.954Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:43.972Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:47.160Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:47.181Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:49.762Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG\"}\n{\"timestamp\": \"2025-04-19T00:50:39.575Z\", \"action\": \"input\", \"action_argument\": \"ipad air \"}\n{\"timestamp\": \"2025-04-19T00:50:39.693Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:50:46.220Z\", \"action\": \"click_product\", \"action_argument\": \"B0D3J7N642\"}\n{\"timestamp\": \"2025-04-19T00:51:00.453Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T06:44:30.524Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"price\": \"$299.97\", \"quantity\": \"1\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"price\": \"$279.99\", \"quantity\": \"1\"},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$35.68\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$104.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Spigen Rugged Armor Pro Designed for Apple Watch Case with Band Series 9/8/SE2/7/6/SE/5/4 45mm/44mm Protective TPU Cover with Strap\"},\n{\"price\": \"$18.99\"},\n{\"bullet_list\": \"Everyday scratch defense with flexible and shock-absorbent layer Matte finish with carbon fiber accents add a modern look Raised bezels for bolstered screen protection Adjustable wristband with secure metal clasp Specifically engineered to fit Apple Watch Band with Case 45mm/44mm Series 9/8/SE2/7/6/SE/5/4. Fits 5.5 inch to 8.5 inch (140mm - 215mm) wrists.\"},\n{\"asin\": \"B07HSSDV4S\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"amBand Bands Compatible with Apple Watch 9/8/7/SE (2nd)/SE/6/5/4 45mm/44mm Case for Men, M1 Sport Series Rugged Case Protective Cover for iWatch SE2/6/SE/5/4/3 42/44/45mm Men Black\", \"asin\": \"B09THCBHQ4\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"amBand Compatible with Apple Watch Series 9/8/7 45mm Bands Case for Men, M3 Rugged Military Bumper Heavy Duty Protector Protective Cover Tactical Strap Sport Accessories for iWatch Men - Matte Black\", \"asin\": \"B0CG6NCGT4\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Goton 3 in 1 Waterproof Case and Band with Tempered Glass Screen Protector for Apple Watch Series 10 9 8 7 6 5 4 SE2 SE Ultra 46mm 42mm 44mm 40mm 45mm 41mm 49mm, Bumper Cover for iWatch Accessories\", \"asin\": \"B0C3R7K82T\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"amBand Compatible with Apple Watch Series 9/8/7/SE (2nd)/SE/6/5/4/3 Band for Men 45mm 44mm 42mm Case, Rugged Sport Strap for iWatch 45/44 mm Military Protective Cover Bumper Drop-Proof, Matte Black\", \"asin\": \"B088GWG7JB\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"ULTIMAL Rugged Case with Band for Apple Watch 49mm,Compatible with Apple Watch Ultra/Ultra 2, Military Grade Shockproof Bumper Cover for iWatch Tactical Band Men (49mm,Black)\", \"asin\": \"B0DT3S6CDD\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Fullmosa Compatible with Apple Watch Bands 45mm 44mm Series 9/8/7/6/5/4/SE2/SE, TPU Rugged iWatch Strap Military Grade Shockproof Bumper Case with Screen Protector for Men Women (44mm, Black)\", \"asin\": \"B09CGLSC9F\", \"price\": \"$14.44\", \"quantity\": \"\"},\n{\"title\": \"Business Stainless Steel Case with Band Compatiable for 49mm Apple Watch Ultra 2/1 bands for men, Rugged Metal Apple Watch Bumper Case Cover with Solid Replacement Strap for iWatch Band,Silver\", \"asin\": \"B0DQTQCMXQ\", \"price\": \"$30.25\", \"quantity\": \"\"},\n{\"title\": \"Rugged Nylon for Apple Watch Ultra 2 Band 49mm iWatch Bands 46mm 45mm 44mm 42mm Men,Soft Woven Adjustable Stars-Stripes Flag Wristbands Strap for Apple Watch Ultra Series 10/9/8/7/6/5/4/3/SE/Ultra2\", \"asin\": \"B0CPJ7CBQQ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Goton 3 in 1 Waterproof Case and Band with Tempered Glass Screen Protector for Apple Watch Series 10 9 8 7 6 5 4 SE2 SE Ultra 46mm 42mm 44mm 40mm 45mm 41mm 49mm, Bumper Cover for iWatch Accessories\", \"asin\": \"B0C3R7HJ9B\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Suitisbest Leather Bands Compatible for Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm, Genuine Leather Rugged Durable Matel Connector Replacement Strap for Women Men iWatch Ultra 10 9 8 7 6 5 4 3 SE\", \"asin\": \"B0D7GV2MQ8\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"amBand Compatible with Apple Watch SE2/SE/6/5/4 Bands Case 44mm for Men, M3 Rugged Military Bumper Heavy Duty Protector Protective Cover Tactical Strap Sport Accessories for iWatch Men - Matte Black\", \"asin\": \"B0CG6LMGQL\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"amBand Bands Compatible with Apple Watch 9/8/7/SE (2nd)/SE/6/5/4 45mm/44mm Case for Men, M1 Sport Series Rugged Case Protective Cover for iWatch SE2/6/SE/5/4/3 42/44/45mm Men Black\", \"asin\": \"B09THCBHQ4\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Bands for Apple Watch Ultra 2 Band 49mm 45mm 44mm 42mm Men Women,Rugged Wide Silicone Waterproof Wristbands with Metal Adapter Strap for iWatch Ultra Band Series 9 8 7 6 SE 5 4 3 2,Ultra2/Ultra\", \"asin\": \"B0D14SZ57Z\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Suitisbest Hard PC Case with Band Compatible with Apple Watch 45mm 44mm, Shockproof Screen Protector Case[Turning into Ultra 2/1 Upgrade] with Sport Rugged Strap Bands for iWatch\", \"asin\": \"B0CZDJ17X2\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"amBand Bands Case Screen Protector Compatible with Apple Watch Ultra 2/1 49mm for Men, M1 Sport Series Rugged Cover Strap and 9H Tempered Glass, Military Protective Bumper for iWatch 49 mm Men Black\", \"asin\": \"B0BJDFD5ZF\", \"price\": \"$26.59\", \"quantity\": \"\"},\n{\"title\": \"Suitisbest Hard PC Case with Band Compatible with Apple Watch 45mm 44mm, Shockproof Screen Protector Case[Turning into Ultra 2/1 Upgrade] with Sport Rugged Strap Bands for iWatch\", \"asin\": \"B0CZDJ17X2\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Compatible with Apple Watch Series 10 Band Series 9/8/7/6/5/4/SE/SE2/Ultra 1/2, Nyl...\", \"asin\": \"B099K647CS\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Suitisbest Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Stretchy Nylon Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3\", \"asin\": \"B0CKZ9B8DS\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"amBand 3 in 1 Metal Case Compatible with Apple Watch Series 9/8/7 45mm, W1 Rugged Bumper Protector [Turning into Ultra 2/1 Upgrade] with Watch Crown + Back Cover, Natural Titanium\", \"asin\": \"B0CT8V7Z6K\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"amBand Compatible with Apple Watch Series 9/8/7 45mm Bands Case for Men, M3 Rugged Military Bumper Heavy Duty Protector Protective Cover Tactical Strap Sport Accessories for iWatch Men - Matte Black\", \"asin\": \"B0CG6NCGT4\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Suitisbest Leather Bands Compatible for Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm, Genuine Leather Rugged Durable Matel Connector Replacement Strap for Women Men iWatch Ultra 10 9 8 7 6 5 4 3 SE\", \"asin\": \"B0D7GV2MQ8\", \"price\": \"$27.99\", \"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\": \"2025-04-19T06:44:35.493Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.160Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.181Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:49.762Z", "action": "purchase", "action_argument": "B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG"}
{"timestamp": "2025-04-19T00:50:39.575Z", "action": "input", "action_argument": "ipad air "}
{"timestamp": "2025-04-19T00:50:39.693Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:50:46.220Z", "action": "click_product", "action_argument": "B0D3J7N642"}
{"timestamp": "2025-04-19T00:51:00.453Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T06:44:30.524Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"title": "Spigen Rugged Armor Pro Designed for Apple Watch Case with Band Series 9/8/SE2/7/6/SE/5/4 45mm/44mm Protective TPU Cover with Strap"},
{"price": "$18.99"},
{"bullet_list": "Everyday scratch defense with flexible and shock-absorbent layer Matte finish with carbon fiber accents add a modern look Raised bezels for bolstered screen protection Adjustable wristband with secure metal clasp Specifically engineered to fit Apple Watch Band with Case 45mm/44mm Series 9/8/SE2/7/6/SE/5/4. Fits 5.5 inch to 8.5 inch (140mm - 215mm) wrists."},
{"asin": "B07HSSDV4S"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Color": "Black"}],
"promotion_items": [{"title": "amBand Bands Compatible with Apple Watch 9/8/7/SE (2nd)/SE/6/5/4 45mm/44mm Case for Men, M1 Sport Series Rugged Case Protective Cover for iWatch SE2/6/SE/5/4/3 42/44/45mm Men Black", "asin": "B09THCBHQ4", "price": "$25.99", "quantity": ""},
{"title": "amBand Compatible with Apple Watch Series 9/8/7 45mm Bands Case for Men, M3 Rugged Military Bumper Heavy Duty Protector Protective Cover Tactical Strap Sport Accessories for iWatch Men - Matte Black", "asin": "B0CG6NCGT4", "price": "$39.99", "quantity": ""},
{"title": "Goton 3 in 1 Waterproof Case and Band with Tempered Glass Screen Protector for Apple Watch Series 10 9 8 7 6 5 4 SE2 SE Ultra 46mm 42mm 44mm 40mm 45mm 41mm 49mm, Bumper Cover for iWatch Accessories", "asin": "B0C3R7K82T", "price": "$18.99", "quantity": ""},
{"title": "amBand Compatible with Apple Watch Series 9/8/7/SE (2nd)/SE/6/5/4/3 Band for Men 45mm 44mm 42mm Case, Rugged Sport Strap for iWatch 45/44 mm Military Protective Cover Bumper Drop-Proof, Matte Black", "asin": "B088GWG7JB", "price": "$14.99", "quantity": ""},
{"title": "ULTIMAL Rugged Case with Band for Apple Watch 49mm,Compatible with Apple Watch Ultra/Ultra 2, Military Grade Shockproof Bumper Cover for iWatch Tactical Band Men (49mm,Black)", "asin": "B0DT3S6CDD", "price": "$37.99", "quantity": ""},
{"title": "Fullmosa Compatible with Apple Watch Bands 45mm 44mm Series 9/8/7/6/5/4/SE2/SE, TPU Rugged iWatch Strap Military Grade Shockproof Bumper Case with Screen Protector for Men Women (44mm, Black)", "asin": "B09CGLSC9F", "price": "$14.44", "quantity": ""},
{"title": "Business Stainless Steel Case with Band Compatiable for 49mm Apple Watch Ultra 2/1 bands for men, Rugged Metal Apple Watch Bumper Case Cover with Solid Replacement Strap for iWatch Band,Silver", "asin": "B0DQTQCMXQ", "price": "$30.25", "quantity": ""},
{"title": "Rugged Nylon for Apple Watch Ultra 2 Band 49mm iWatch Bands 46mm 45mm 44mm 42mm Men,Soft Woven Adjustable Stars-Stripes Flag Wristbands Strap for Apple Watch Ultra Series 10/9/8/7/6/5/4/3/SE/Ultra2", "asin": "B0CPJ7CBQQ", "price": "$19.99", "quantity": ""},
{"title": "Goton 3 in 1 Waterproof Case and Band with Tempered Glass Screen Protector for Apple Watch Series 10 9 8 7 6 5 4 SE2 SE Ultra 46mm 42mm 44mm 40mm 45mm 41mm 49mm, Bumper Cover for iWatch Accessories", "asin": "B0C3R7HJ9B", "price": "$17.99", "quantity": ""},
{"title": "Suitisbest Leather Bands Compatible for Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm, Genuine Leather Rugged Durable Matel Connector Replacement Strap for Women Men iWatch Ultra 10 9 8 7 6 5 4 3 SE", "asin": "B0D7GV2MQ8", "price": "$27.99", "quantity": ""},
{"title": "amBand Compatible with Apple Watch SE2/SE/6/5/4 Bands Case 44mm for Men, M3 Rugged Military Bumper Heavy Duty Protector Protective Cover Tactical Strap Sport Accessories for iWatch Men - Matte Black", "asin": "B0CG6LMGQL", "price": "$39.99", "quantity": ""},
{"title": "amBand Bands Compatible with Apple Watch 9/8/7/SE (2nd)/SE/6/5/4 45mm/44mm Case for Men, M1 Sport Series Rugged Case Protective Cover for iWatch SE2/6/SE/5/4/3 42/44/45mm Men Black", "asin": "B09THCBHQ4", "price": "$25.99", "quantity": ""},
{"title": "Sport Bands for Apple Watch Ultra 2 Band 49mm 45mm 44mm 42mm Men Women,Rugged Wide Silicone Waterproof Wristbands with Metal Adapter Strap for iWatch Ultra Band Series 9 8 7 6 SE 5 4 3 2,Ultra2/Ultra", "asin": "B0D14SZ57Z", "price": "$14.99", "quantity": ""},
{"title": "Suitisbest Hard PC Case with Band Compatible with Apple Watch 45mm 44mm, Shockproof Screen Protector Case[Turning into Ultra 2/1 Upgrade] with Sport Rugged Strap Bands for iWatch", "asin": "B0CZDJ17X2", "price": "$16.99", "quantity": ""},
{"title": "amBand Bands Case Screen Protector Compatible with Apple Watch Ultra 2/1 49mm for Men, M1 Sport Series Rugged Cover Strap and 9H Tempered Glass, Military Protective Bumper for iWatch 49 mm Men Black", "asin": "B0BJDFD5ZF", "price": "$26.59", "quantity": ""},
{"title": "Suitisbest Hard PC Case with Band Compatible with Apple Watch 45mm 44mm, Shockproof Screen Protector Case[Turning into Ultra 2/1 Upgrade] with Sport Rugged Strap Bands for iWatch", "asin": "B0CZDJ17X2", "price": "$16.99", "quantity": ""},
{"title": "Compatible with Apple Watch Series 10 Band Series 9/8/7/6/5/4/SE/SE2/Ultra 1/2, Nyl...", "asin": "B099K647CS", "price": "$17.99", "quantity": ""},
{"title": "Suitisbest Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Stretchy Nylon Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3", "asin": "B0CKZ9B8DS", "price": "$19.99", "quantity": ""},
{"title": "amBand 3 in 1 Metal Case Compatible with Apple Watch Series 9/8/7 45mm, W1 Rugged Bumper Protector [Turning into Ultra 2/1 Upgrade] with Watch Crown + Back Cover, Natural Titanium", "asin": "B0CT8V7Z6K", "price": "$19.99", "quantity": ""},
{"title": "amBand Compatible with Apple Watch Series 9/8/7 45mm Bands Case for Men, M3 Rugged Military Bumper Heavy Duty Protector Protective Cover Tactical Strap Sport Accessories for iWatch Men - Matte Black", "asin": "B0CG6NCGT4", "price": "$39.99", "quantity": ""},
{"title": "Suitisbest Leather Bands Compatible for Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm, Genuine Leather Rugged Durable Matel Connector Replacement Strap for Women Men iWatch Ultra 10 9 8 7 6 5 4 3 SE", "asin": "B0D7GV2MQ8", "price": "$27.99", "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": "2025-04-19T06:44:35.493Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-19T06:44:35.493Z
|
click
|
other
|
rule
|
2025-04-19T06:44:35.493Z
|
click
|
other
|
train
| 391 |
2025-04-19T06:44:35.493Z
|
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": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.160Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.181Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:49.762Z", "action": "purchase", "action_argument": "B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG"}
{"timestamp": "2025-04-19T00:50:39.575Z", "action": "input", "action_argument": "ipad air "}
{"timestamp": "2025-04-19T00:50:39.693Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:50:46.220Z", "action": "click_product", "action_argument": "B0D3J7N642"}
{"timestamp": "2025-04-19T00:51:00.453Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T06:44:30.524Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"title": "Spigen Rugged Armor Pro Designed for Apple Watch Case with Band Series 9/8/SE2/7/6/SE/5/4 45mm/44mm Protective TPU Cover with Strap"},
{"price": "$18.99"},
{"bullet_list": "Everyday scratch defense with flexible and shock-absorbent layer Matte finish with carbon fiber accents add a modern look Raised bezels for bolstered screen protection Adjustable wristband with secure metal clasp Specifically engineered to fit Apple Watch Band with Case 45mm/44mm Series 9/8/SE2/7/6/SE/5/4. Fits 5.5 inch to 8.5 inch (140mm - 215mm) wrists."},
{"asin": "B07HSSDV4S"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Color": "Black"}],
"promotion_items": [{"title": "amBand Bands Compatible with Apple Watch 9/8/7/SE (2nd)/SE/6/5/4 45mm/44mm Case for Men, M1 Sport Series Rugged Case Protective Cover for iWatch SE2/6/SE/5/4/3 42/44/45mm Men Black", "asin": "B09THCBHQ4", "price": "$25.99", "quantity": ""},
{"title": "amBand Compatible with Apple Watch Series 9/8/7 45mm Bands Case for Men, M3 Rugged Military Bumper Heavy Duty Protector Protective Cover Tactical Strap Sport Accessories for iWatch Men - Matte Black", "asin": "B0CG6NCGT4", "price": "$39.99", "quantity": ""},
{"title": "Goton 3 in 1 Waterproof Case and Band with Tempered Glass Screen Protector for Apple Watch Series 10 9 8 7 6 5 4 SE2 SE Ultra 46mm 42mm 44mm 40mm 45mm 41mm 49mm, Bumper Cover for iWatch Accessories", "asin": "B0C3R7K82T", "price": "$18.99", "quantity": ""},
{"title": "amBand Compatible with Apple Watch Series 9/8/7/SE (2nd)/SE/6/5/4/3 Band for Men 45mm 44mm 42mm Case, Rugged Sport Strap for iWatch 45/44 mm Military Protective Cover Bumper Drop-Proof, Matte Black", "asin": "B088GWG7JB", "price": "$14.99", "quantity": ""},
{"title": "ULTIMAL Rugged Case with Band for Apple Watch 49mm,Compatible with Apple Watch Ultra/Ultra 2, Military Grade Shockproof Bumper Cover for iWatch Tactical Band Men (49mm,Black)", "asin": "B0DT3S6CDD", "price": "$37.99", "quantity": ""},
{"title": "Fullmosa Compatible with Apple Watch Bands 45mm 44mm Series 9/8/7/6/5/4/SE2/SE, TPU Rugged iWatch Strap Military Grade Shockproof Bumper Case with Screen Protector for Men Women (44mm, Black)", "asin": "B09CGLSC9F", "price": "$14.44", "quantity": ""},
{"title": "Business Stainless Steel Case with Band Compatiable for 49mm Apple Watch Ultra 2/1 bands for men, Rugged Metal Apple Watch Bumper Case Cover with Solid Replacement Strap for iWatch Band,Silver", "asin": "B0DQTQCMXQ", "price": "$30.25", "quantity": ""},
{"title": "Rugged Nylon for Apple Watch Ultra 2 Band 49mm iWatch Bands 46mm 45mm 44mm 42mm Men,Soft Woven Adjustable Stars-Stripes Flag Wristbands Strap for Apple Watch Ultra Series 10/9/8/7/6/5/4/3/SE/Ultra2", "asin": "B0CPJ7CBQQ", "price": "$19.99", "quantity": ""},
{"title": "Goton 3 in 1 Waterproof Case and Band with Tempered Glass Screen Protector for Apple Watch Series 10 9 8 7 6 5 4 SE2 SE Ultra 46mm 42mm 44mm 40mm 45mm 41mm 49mm, Bumper Cover for iWatch Accessories", "asin": "B0C3R7HJ9B", "price": "$17.99", "quantity": ""},
{"title": "Suitisbest Leather Bands Compatible for Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm, Genuine Leather Rugged Durable Matel Connector Replacement Strap for Women Men iWatch Ultra 10 9 8 7 6 5 4 3 SE", "asin": "B0D7GV2MQ8", "price": "$27.99", "quantity": ""},
{"title": "amBand Compatible with Apple Watch SE2/SE/6/5/4 Bands Case 44mm for Men, M3 Rugged Military Bumper Heavy Duty Protector Protective Cover Tactical Strap Sport Accessories for iWatch Men - Matte Black", "asin": "B0CG6LMGQL", "price": "$39.99", "quantity": ""},
{"title": "amBand Bands Compatible with Apple Watch 9/8/7/SE (2nd)/SE/6/5/4 45mm/44mm Case for Men, M1 Sport Series Rugged Case Protective Cover for iWatch SE2/6/SE/5/4/3 42/44/45mm Men Black", "asin": "B09THCBHQ4", "price": "$25.99", "quantity": ""},
{"title": "Sport Bands for Apple Watch Ultra 2 Band 49mm 45mm 44mm 42mm Men Women,Rugged Wide Silicone Waterproof Wristbands with Metal Adapter Strap for iWatch Ultra Band Series 9 8 7 6 SE 5 4 3 2,Ultra2/Ultra", "asin": "B0D14SZ57Z", "price": "$14.99", "quantity": ""},
{"title": "Suitisbest Hard PC Case with Band Compatible with Apple Watch 45mm 44mm, Shockproof Screen Protector Case[Turning into Ultra 2/1 Upgrade] with Sport Rugged Strap Bands for iWatch", "asin": "B0CZDJ17X2", "price": "$16.99", "quantity": ""},
{"title": "amBand Bands Case Screen Protector Compatible with Apple Watch Ultra 2/1 49mm for Men, M1 Sport Series Rugged Cover Strap and 9H Tempered Glass, Military Protective Bumper for iWatch 49 mm Men Black", "asin": "B0BJDFD5ZF", "price": "$26.59", "quantity": ""},
{"title": "Suitisbest Hard PC Case with Band Compatible with Apple Watch 45mm 44mm, Shockproof Screen Protector Case[Turning into Ultra 2/1 Upgrade] with Sport Rugged Strap Bands for iWatch", "asin": "B0CZDJ17X2", "price": "$16.99", "quantity": ""},
{"title": "Compatible with Apple Watch Series 10 Band Series 9/8/7/6/5/4/SE/SE2/Ultra 1/2, Nyl...", "asin": "B099K647CS", "price": "$17.99", "quantity": ""},
{"title": "Suitisbest Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Stretchy Nylon Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3", "asin": "B0CKZ9B8DS", "price": "$19.99", "quantity": ""},
{"title": "amBand 3 in 1 Metal Case Compatible with Apple Watch Series 9/8/7 45mm, W1 Rugged Bumper Protector [Turning into Ultra 2/1 Upgrade] with Watch Crown + Back Cover, Natural Titanium", "asin": "B0CT8V7Z6K", "price": "$19.99", "quantity": ""},
{"title": "amBand Compatible with Apple Watch Series 9/8/7 45mm Bands Case for Men, M3 Rugged Military Bumper Heavy Duty Protector Protective Cover Tactical Strap Sport Accessories for iWatch Men - Matte Black", "asin": "B0CG6NCGT4", "price": "$39.99", "quantity": ""},
{"title": "Suitisbest Leather Bands Compatible for Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm, Genuine Leather Rugged Durable Matel Connector Replacement Strap for Women Men iWatch Ultra 10 9 8 7 6 5 4 3 SE", "asin": "B0D7GV2MQ8", "price": "$27.99", "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": "2025-04-19T06:44:35.493Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n{\"timestamp\": \"2025-04-19T00:44:05.364Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:46:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T00:46:04.043Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:14.711Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:35.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:50.315Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:50.571Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:52.518Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:48:38.279Z\", \"action\": \"purchase\", \"action_argument\": \"B00HA84YXE\"}\n{\"timestamp\": \"2025-04-19T00:49:28.516Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:29.261Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:32.189Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75\"}\n{\"timestamp\": \"2025-04-19T00:49:34.785Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:49:37.187Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:38.870Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.065Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.085Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:43.954Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:43.972Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:47.160Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:47.181Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:49.762Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG\"}\n{\"timestamp\": \"2025-04-19T00:50:39.575Z\", \"action\": \"input\", \"action_argument\": \"ipad air \"}\n{\"timestamp\": \"2025-04-19T00:50:39.693Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:50:46.220Z\", \"action\": \"click_product\", \"action_argument\": \"B0D3J7N642\"}\n{\"timestamp\": \"2025-04-19T00:51:00.453Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T06:44:30.524Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T06:44:35.493Z\", \"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<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T06:45:41.947Z\", // 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.160Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.181Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:49.762Z", "action": "purchase", "action_argument": "B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG"}
{"timestamp": "2025-04-19T00:50:39.575Z", "action": "input", "action_argument": "ipad air "}
{"timestamp": "2025-04-19T00:50:39.693Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:50:46.220Z", "action": "click_product", "action_argument": "B0D3J7N642"}
{"timestamp": "2025-04-19T00:51:00.453Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T06:44:30.524Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T06:44:35.493Z", "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": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T06:45:41.947Z", // 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>
|
2025-04-19T06:45:41.947Z
|
input
|
ipad pro 13 s
|
rule
|
2025-04-19T06:45:41.947Z
|
input
|
ipad pro 13 s
|
train
| 392 |
2025-04-19T06:45:41.947Z
|
input
|
ipad pro 13 s
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.160Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.181Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:49.762Z", "action": "purchase", "action_argument": "B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG"}
{"timestamp": "2025-04-19T00:50:39.575Z", "action": "input", "action_argument": "ipad air "}
{"timestamp": "2025-04-19T00:50:39.693Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:50:46.220Z", "action": "click_product", "action_argument": "B0D3J7N642"}
{"timestamp": "2025-04-19T00:51:00.453Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T06:44:30.524Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T06:44:35.493Z", "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": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T06:45:41.947Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n{\"timestamp\": \"2025-04-19T00:44:05.364Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:46:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T00:46:04.043Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:14.711Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:35.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:50.315Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:50.571Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:52.518Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:48:38.279Z\", \"action\": \"purchase\", \"action_argument\": \"B00HA84YXE\"}\n{\"timestamp\": \"2025-04-19T00:49:28.516Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:29.261Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:32.189Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75\"}\n{\"timestamp\": \"2025-04-19T00:49:34.785Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:49:37.187Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:38.870Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.065Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.085Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:43.954Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:43.972Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:47.160Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:47.181Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:49.762Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG\"}\n{\"timestamp\": \"2025-04-19T00:50:39.575Z\", \"action\": \"input\", \"action_argument\": \"ipad air \"}\n{\"timestamp\": \"2025-04-19T00:50:39.693Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:50:46.220Z\", \"action\": \"click_product\", \"action_argument\": \"B0D3J7N642\"}\n{\"timestamp\": \"2025-04-19T00:51:00.453Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T06:44:30.524Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T06:44:35.493Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T06:45:41.947Z\", \"action\": \"input\", \"action_argument\": \"ipad pro 13 s\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"ipad pro 13 s\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T06:45:42.025Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.160Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.181Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:49.762Z", "action": "purchase", "action_argument": "B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG"}
{"timestamp": "2025-04-19T00:50:39.575Z", "action": "input", "action_argument": "ipad air "}
{"timestamp": "2025-04-19T00:50:39.693Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:50:46.220Z", "action": "click_product", "action_argument": "B0D3J7N642"}
{"timestamp": "2025-04-19T00:51:00.453Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T06:44:30.524Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T06:44:35.493Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T06:45:41.947Z", "action": "input", "action_argument": "ipad pro 13 s"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "ipad pro 13 s"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T06:45:42.025Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-19T06:45:42.025Z
|
click
|
suggested_term
|
rule
|
2025-04-19T06:45:42.025Z
|
click
|
suggested_term
|
train
| 393 |
2025-04-19T06:45:42.025Z
|
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": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.160Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.181Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:49.762Z", "action": "purchase", "action_argument": "B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG"}
{"timestamp": "2025-04-19T00:50:39.575Z", "action": "input", "action_argument": "ipad air "}
{"timestamp": "2025-04-19T00:50:39.693Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:50:46.220Z", "action": "click_product", "action_argument": "B0D3J7N642"}
{"timestamp": "2025-04-19T00:51:00.453Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T06:44:30.524Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T06:44:35.493Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T06:45:41.947Z", "action": "input", "action_argument": "ipad pro 13 s"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "ipad pro 13 s"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T06:45:42.025Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T22:25:47.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-13T22:26:41.052Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T22:27:12.817Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T22:31:11.321Z\", \"action\": \"purchase\", \"action_argument\": \"B08R58D9FH\"}\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n{\"timestamp\": \"2025-04-19T00:44:05.364Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:46:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T00:46:04.043Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:14.711Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:35.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:50.315Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:50.571Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:52.518Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:48:38.279Z\", \"action\": \"purchase\", \"action_argument\": \"B00HA84YXE\"}\n{\"timestamp\": \"2025-04-19T00:49:28.516Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:29.261Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:32.189Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75\"}\n{\"timestamp\": \"2025-04-19T00:49:34.785Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:49:37.187Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:38.870Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.065Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.085Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:43.954Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:43.972Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:47.160Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:47.181Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:49.762Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG\"}\n{\"timestamp\": \"2025-04-19T00:50:39.575Z\", \"action\": \"input\", \"action_argument\": \"ipad air \"}\n{\"timestamp\": \"2025-04-19T00:50:39.693Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:50:46.220Z\", \"action\": \"click_product\", \"action_argument\": \"B0D3J7N642\"}\n{\"timestamp\": \"2025-04-19T00:51:00.453Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T06:44:30.524Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T06:44:35.493Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T06:45:41.947Z\", \"action\": \"input\", \"action_argument\": \"ipad pro 13 s\"}\n{\"timestamp\": \"2025-04-19T06:45:42.025Z\", \"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\": \"ipad pro 13 screen protector\"}],\n\"cart_items\": [{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"price\": \"$299.97\", \"quantity\": \"1\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"price\": \"$279.99\", \"quantity\": \"1\"},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$35.68\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$104.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DGL2M45W\"},\n{\"title\": \"TORRAS for iPad Pro 13 Inch Screen Protector M4 2024, Military Grade Shatterproof [TOP 9H+ Tempered Glass\\uff06 One-Pull Installation] Anti-Scratch, Bubble Free, Apple Pencil Compatible, HD Clarity\"},\n{\"price\": \"$35.99\"},\n{\"bullet_list\": \"\\u3010Compatibility\\u3011 Designed exclusively for iPad Pro 13 M4 (2024), models A2925, A2926, A3007. Not compatible with any other iPad models. Please verify your iPad model before purchasing: Settings > General > About. If you experience any problems, please feel free to reach out to us. We guarantee a satisfactory resolution. \\u3010Military-Grade Protection, Indestructible\\u3011Subjected to 7 rigorous military-grade drop tests, iPad Pro 13 inch screen protector effortlessly withstands heavy impacts and high drops. Enhanced with Na+/K+ ion exchange and 850\\u2103 tempering, this tempered glass offers industry-leading impact resistance and wear resistance. Experience unparalleled protection for your iPad Pro 13 inch screen with TORRAS. \\u30109H+ Hardness, Scratch-Proof Protection\\u3011Say goodbye to screen scratches. The iPad Pro 13 inch screen protector safeguards your device with premium 9H+ aviation-grade tempered glass. Shield your iPad from scratches caused by keys, coins, and other sharp objects, keeping your screen looking pristine. \\u3010Smooth Touch, Quick Response\\u3011Experience silky-smooth touch with our high-sensitivity touch layer and ultra-slick oleophobic coating. The TORRAS screen protector for iPad Pro 13 inch ensures precise responsiveness for typing, gaming, and drawing. \\u3010One Pull, Easy Application\\u3011 TORRAS iPad 13 Pro 2024 screen protector features patented EZ-Frame 5s technology, transforming screen installation into a quick and effortless process. With a simple pull, the screen protector aligns and adheres perfectly to your screen in just 5 seconds. Say goodbye to bubbles and dust, even beginners can easily achieve a perfect installation. \\u3010Full Coverage, Seamless Fit\\u3011iPad iPad 13 Pro Screen Protector M4 2024 is precision-engineered with a 1:1 design for a perfect fit. The film seamlessly conforms to every curve of your iPad Pro 13, offering edge-to-edge protection to safeguard your screen from accidental impacts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"iPad Pro 13 (2024)\"}],\n\"promotion_items\": [{\"title\": \"ZAGG Glass Elite iPad Pro 13\\\" (M4) Screen Protector - Ultra-Strong, Scratch-Resistant, Smudge-Free, Easy Install, Eco-Friendly, Tempered Aluminosilicate Glass\", \"asin\": \"B0D9R4YZWB\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"ZAGG Glass Elite iPad Pro 13\\\" (M4) Screen Protector - Tempered Aluminosilicate, 5X Stronger, Smudge-Free, Eco-Friendly, Easy Apply\", \"asin\": \"B0CZ7PKYV5\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"SPARIN 2 Pack Screen Protector for iPad Pro 13-inch M4 2024, Tempered Glass with Easy Application Tray, Case Compatible, Anti-Scratches, High Definition\", \"asin\": \"B0D5Y2Z1NW\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"2 Pack for iPad Pro 13-in.(M4) Screen Protector, 9H+ Hardness 12FT Military Grade S...\", \"asin\": \"B0DF2GGJT8\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"BELLEMOND | The Original Made in Japan Paper Screen Protector for iPad Pro 13\\u201d (M4, 2024) | Matte Surface PET Film for Writing, Drawing & Note-Taking | 2 Set\", \"asin\": \"B0D48JGVKF\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"ZAGG Glass Elite iPad Pro 11\\\" (M4) Screen Protector - Ultra-Strong, Scratch-Resistant, Smudge-Free, Easy Install, Eco-Friendly, Tempered Aluminosilicate Glass\", \"asin\": \"B0D9R5CD9D\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"MOHAVE 2 Pack Screen Protector for iPad 10.2\\u2033 9th/8th/7th Generation [Auto Alignment] Tempered Glass [Military Grade Protection] Supports Apple Pencil\", \"asin\": \"B09BT7DGCN\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Ailun 2 Pack Screen Protector for iPad Pro 13 Inch 2024 7th Generation + 2 Pack Camera Lens Protector,Tempered Glass Anti-Scratch Case Friendly, Compatible with Face ID Apple Pencil[4 Pack]\", \"asin\": \"B0CZ6VDPY6\", \"price\": \"$11.89\", \"quantity\": \"\"},\n{\"title\": \"Ailun Screen Protector for iPad Air 13 Inch 2025/2024 [7th/6th Generation, M3/M2], iPad Pro 13 Inch 2024 7th Generation, Tempered Glass [Face ID & Apple Pencil Compatible] Case Friendly [2 Pack]\", \"asin\": \"B0CZ6XJJP1\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"2 Pack for iPad Pro 13-in.(M4) Screen Protector, 9H+ Hardness 12FT Military Grade S...\", \"asin\": \"B0DF2GGJT8\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Zugu Case for iPad Air 13 Inch M3 2025 & M2 2024 &/12.9 inch (3rd/4th Gen), Slim Protective Cover with Apple Pencil Charging & Storage, Auto Wake/Sleep, Multiple Viewing Angles (Black)\", \"asin\": \"B0D43HVHQG\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"JETech Privacy Screen Protector for iPad Pro 13-Inch M4 (2024) with Easy Installation Tool, Anti-Spy Tempered Glass Film, 1-Pack\", \"asin\": \"B0D4QXC9Z1\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"ZAGG XTR4 Screen Protector for iPhone 16 Pro - 11x Stronger Tempered Glass, Blue Light Filtration, Anti-Reflective Technology, Graphene Reinforced, InvisibleShield, Easy Dust-Free Installation\", \"asin\": \"B0D54TD2L2\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"JETech Camera Lens Protector for iPad Pro 11-Inch/12.9-Inch (2022/2021/2020 Release), 9H Anti-Scratch HD Clear Tempered Glass, Full Coverage, Easy Installation, 3-Pack\", \"asin\": \"B09YKYB8C1\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"ZAGG Glass Elite iPad Pro 13\\\" (M4) Screen Protector - Ultra-Strong, Scratch-Resistant, Smudge-Free, Easy Install, Eco-Friendly, Tempered Aluminosilicate Glass\", \"asin\": \"B0D9R4YZWB\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Zugu Case for iPad Pro 13 (M4) 2024, Slim Protective Cover with Apple Pencil Holder, Auto Wake/Sleep, Multiple Viewing Angles, iPad Pro 13 Inch Cover, Phone Protectors, Black\", \"asin\": \"B0D438GCD1\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"URBAN ARMOR GEAR UAG Designed for iPad Pro 13\\\" Case (7th Gen, 2024, M4) A2926, A2925, A3007 Adjustable Multi-Angle Viewing Stand Auto Sleep/Wake Folio Cover w/Pencil Holder, Metropolis SE Olive\", \"asin\": \"B0CW65SL8G\", \"price\": \"$79.95\", \"quantity\": \"\"},\n{\"title\": \"Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 256GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E, Face ID, All-Day Battery Life \\u2014 Space Black\", \"asin\": \"B0D3J98W75\", \"price\": \"$1,099.00\", \"quantity\": \"\"},\n{\"title\": \"ESR iPad Pro 13 Inch Case with Keyboard (M4, 2024), iPad Pro 13 Keyboard Case with Easy-Set Magnetic Stand, Portrait/Raised Modes for iPad Pro 13 Keyboard, Removable Case, Rebound 360 Series, Black\", \"asin\": \"/promo/ANQQZVZPMZPFA\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"TORRAS for iPad Pro 13 inch Case 2024 (M4), Ultra Stable Stand, Multiple Adjustable Viewing Angles, Slim Protective Kickstand Cover, Translucent iPad Pro 13 Case with Pencil Holder, Black\", \"asin\": \"/promo/A2VTWN9LBVTFZ1\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Antbox for iPad Pro 13 Inch Case M4(2024), Built-in Pencil Holder, Supports Pencil Pro/(USB-C), Auto Sleep/Wake Function PU Leather iPad Pro 13 Case Cover (Brown)\", \"asin\": \"B0DBQ3Q7YV\", \"price\": \"$43.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"TORRAS for iPad Pro 13 Inch Screen Protector M4 2024, Military Grade Shatterproof [TOP 9H+ Tempered Glass\\uff06 One-Pull Installation] Anti-Scratch, Bubble Free, Apple Pencil Compatible, HD Clarity\", \"asin\": \"B0DGL2M45W\", \"price\": \"$35.99\"},\n{\"title\": \"TORRAS for iPad Pro 11 Inch Screen Protector M4 2024, Military Grade Shatterproof [TOP 9H+ Tempered Glass\\uff06 One-Pull Installation] Anti-Scratch, Bubble Free, Apple Pencil Compatible, HD Clarity\", \"asin\": \"B0DGKZ1H6W\", \"price\": \"$35.99\"},\n{\"title\": \"TORRAS Military-Grade Protection for iPad Pro 13 Inch Screen Protector \\uff08 2024, M4 \\uff09 9H+ Tempered Glass, One-Step Installation, Full Coverage Fit, Bubble Free, Diamond Shield, 1 Pack\", \"asin\": \"B0D3KY5FLM\", \"price\": \"$34.99\"},\n{\"title\": \"SMARTDEVIL 2 Pack Screen Protector for iPad Pro 13-inch 2024 (M4) with Easy Installation Frame, 9H Clear Tempered Glass Film, Anti-Shatter, Bubble Free,Dust-Free Box\", \"asin\": \"B0DFLYMV2X\", \"price\": \"$22.99\"},\n{\"title\": \"SPARIN 2+2 Pack Screen Protector for iPad Pro 13 inch 2024 (7th generation-M4) with Camera Lens Protector, Tempered Glass with Installation Frame Case & Apple Pencil Pro Compatible, Anti Scratch\", \"asin\": \"B0D4LLQGVT\", \"price\": \"$9.99\"},\n{\"title\": \"SPARIN 2 Pack Screen Protector for iPad Pro 13-inch M4 2024, Tempered Glass with Easy Application Tray, Case Compatible, Anti-Scratches, High Definition\", \"asin\": \"B0D5Y2Z1NW\", \"price\": \"$17.98\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T07:30:44.590Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.160Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.181Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:49.762Z", "action": "purchase", "action_argument": "B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG"}
{"timestamp": "2025-04-19T00:50:39.575Z", "action": "input", "action_argument": "ipad air "}
{"timestamp": "2025-04-19T00:50:39.693Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:50:46.220Z", "action": "click_product", "action_argument": "B0D3J7N642"}
{"timestamp": "2025-04-19T00:51:00.453Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T06:44:30.524Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T06:44:35.493Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T06:45:41.947Z", "action": "input", "action_argument": "ipad pro 13 s"}
{"timestamp": "2025-04-19T06:45:42.025Z", "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": "ipad pro 13 screen protector"}],
"cart_items": [{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B0DGL2M45W"},
{"title": "TORRAS for iPad Pro 13 Inch Screen Protector M4 2024, Military Grade Shatterproof [TOP 9H+ Tempered Glass\uff06 One-Pull Installation] Anti-Scratch, Bubble Free, Apple Pencil Compatible, HD Clarity"},
{"price": "$35.99"},
{"bullet_list": "\u3010Compatibility\u3011 Designed exclusively for iPad Pro 13 M4 (2024), models A2925, A2926, A3007. Not compatible with any other iPad models. Please verify your iPad model before purchasing: Settings > General > About. If you experience any problems, please feel free to reach out to us. We guarantee a satisfactory resolution. \u3010Military-Grade Protection, Indestructible\u3011Subjected to 7 rigorous military-grade drop tests, iPad Pro 13 inch screen protector effortlessly withstands heavy impacts and high drops. Enhanced with Na+/K+ ion exchange and 850\u2103 tempering, this tempered glass offers industry-leading impact resistance and wear resistance. Experience unparalleled protection for your iPad Pro 13 inch screen with TORRAS. \u30109H+ Hardness, Scratch-Proof Protection\u3011Say goodbye to screen scratches. The iPad Pro 13 inch screen protector safeguards your device with premium 9H+ aviation-grade tempered glass. Shield your iPad from scratches caused by keys, coins, and other sharp objects, keeping your screen looking pristine. \u3010Smooth Touch, Quick Response\u3011Experience silky-smooth touch with our high-sensitivity touch layer and ultra-slick oleophobic coating. The TORRAS screen protector for iPad Pro 13 inch ensures precise responsiveness for typing, gaming, and drawing. \u3010One Pull, Easy Application\u3011 TORRAS iPad 13 Pro 2024 screen protector features patented EZ-Frame 5s technology, transforming screen installation into a quick and effortless process. With a simple pull, the screen protector aligns and adheres perfectly to your screen in just 5 seconds. Say goodbye to bubbles and dust, even beginners can easily achieve a perfect installation. \u3010Full Coverage, Seamless Fit\u3011iPad iPad 13 Pro Screen Protector M4 2024 is precision-engineered with a 1:1 design for a perfect fit. The film seamlessly conforms to every curve of your iPad Pro 13, offering edge-to-edge protection to safeguard your screen from accidental impacts."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "iPad Pro 13 (2024)"}],
"promotion_items": [{"title": "ZAGG Glass Elite iPad Pro 13\" (M4) Screen Protector - Ultra-Strong, Scratch-Resistant, Smudge-Free, Easy Install, Eco-Friendly, Tempered Aluminosilicate Glass", "asin": "B0D9R4YZWB", "price": "$59.99", "quantity": ""},
{"title": "ZAGG Glass Elite iPad Pro 13\" (M4) Screen Protector - Tempered Aluminosilicate, 5X Stronger, Smudge-Free, Eco-Friendly, Easy Apply", "asin": "B0CZ7PKYV5", "price": "$59.99", "quantity": ""},
{"title": "SPARIN 2 Pack Screen Protector for iPad Pro 13-inch M4 2024, Tempered Glass with Easy Application Tray, Case Compatible, Anti-Scratches, High Definition", "asin": "B0D5Y2Z1NW", "price": "$17.98", "quantity": ""},
{"title": "2 Pack for iPad Pro 13-in.(M4) Screen Protector, 9H+ Hardness 12FT Military Grade S...", "asin": "B0DF2GGJT8", "price": "$25.99", "quantity": ""},
{"title": "BELLEMOND | The Original Made in Japan Paper Screen Protector for iPad Pro 13\u201d (M4, 2024) | Matte Surface PET Film for Writing, Drawing & Note-Taking | 2 Set", "asin": "B0D48JGVKF", "price": "$17.99", "quantity": ""},
{"title": "ZAGG Glass Elite iPad Pro 11\" (M4) Screen Protector - Ultra-Strong, Scratch-Resistant, Smudge-Free, Easy Install, Eco-Friendly, Tempered Aluminosilicate Glass", "asin": "B0D9R5CD9D", "price": "$49.99", "quantity": ""},
{"title": "MOHAVE 2 Pack Screen Protector for iPad 10.2\u2033 9th/8th/7th Generation [Auto Alignment] Tempered Glass [Military Grade Protection] Supports Apple Pencil", "asin": "B09BT7DGCN", "price": "$22.99", "quantity": ""},
{"title": "Ailun 2 Pack Screen Protector for iPad Pro 13 Inch 2024 7th Generation + 2 Pack Camera Lens Protector,Tempered Glass Anti-Scratch Case Friendly, Compatible with Face ID Apple Pencil[4 Pack]", "asin": "B0CZ6VDPY6", "price": "$11.89", "quantity": ""},
{"title": "Ailun Screen Protector for iPad Air 13 Inch 2025/2024 [7th/6th Generation, M3/M2], iPad Pro 13 Inch 2024 7th Generation, Tempered Glass [Face ID & Apple Pencil Compatible] Case Friendly [2 Pack]", "asin": "B0CZ6XJJP1", "price": "$8.98", "quantity": ""},
{"title": "2 Pack for iPad Pro 13-in.(M4) Screen Protector, 9H+ Hardness 12FT Military Grade S...", "asin": "B0DF2GGJT8", "price": "$25.99", "quantity": ""},
{"title": "Zugu Case for iPad Air 13 Inch M3 2025 & M2 2024 &/12.9 inch (3rd/4th Gen), Slim Protective Cover with Apple Pencil Charging & Storage, Auto Wake/Sleep, Multiple Viewing Angles (Black)", "asin": "B0D43HVHQG", "price": "$69.99", "quantity": ""},
{"title": "JETech Privacy Screen Protector for iPad Pro 13-Inch M4 (2024) with Easy Installation Tool, Anti-Spy Tempered Glass Film, 1-Pack", "asin": "B0D4QXC9Z1", "price": "$21.99", "quantity": ""},
{"title": "ZAGG XTR4 Screen Protector for iPhone 16 Pro - 11x Stronger Tempered Glass, Blue Light Filtration, Anti-Reflective Technology, Graphene Reinforced, InvisibleShield, Easy Dust-Free Installation", "asin": "B0D54TD2L2", "price": "$59.99", "quantity": ""},
{"title": "JETech Camera Lens Protector for iPad Pro 11-Inch/12.9-Inch (2022/2021/2020 Release), 9H Anti-Scratch HD Clear Tempered Glass, Full Coverage, Easy Installation, 3-Pack", "asin": "B09YKYB8C1", "price": "$7.99", "quantity": ""},
{"title": "ZAGG Glass Elite iPad Pro 13\" (M4) Screen Protector - Ultra-Strong, Scratch-Resistant, Smudge-Free, Easy Install, Eco-Friendly, Tempered Aluminosilicate Glass", "asin": "B0D9R4YZWB", "price": "$59.99", "quantity": ""},
{"title": "Zugu Case for iPad Pro 13 (M4) 2024, Slim Protective Cover with Apple Pencil Holder, Auto Wake/Sleep, Multiple Viewing Angles, iPad Pro 13 Inch Cover, Phone Protectors, Black", "asin": "B0D438GCD1", "price": "$79.99", "quantity": ""},
{"title": "URBAN ARMOR GEAR UAG Designed for iPad Pro 13\" Case (7th Gen, 2024, M4) A2926, A2925, A3007 Adjustable Multi-Angle Viewing Stand Auto Sleep/Wake Folio Cover w/Pencil Holder, Metropolis SE Olive", "asin": "B0CW65SL8G", "price": "$79.95", "quantity": ""},
{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 256GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E, Face ID, All-Day Battery Life \u2014 Space Black", "asin": "B0D3J98W75", "price": "$1,099.00", "quantity": ""},
{"title": "ESR iPad Pro 13 Inch Case with Keyboard (M4, 2024), iPad Pro 13 Keyboard Case with Easy-Set Magnetic Stand, Portrait/Raised Modes for iPad Pro 13 Keyboard, Removable Case, Rebound 360 Series, Black", "asin": "/promo/ANQQZVZPMZPFA", "price": "$119.99", "quantity": ""},
{"title": "TORRAS for iPad Pro 13 inch Case 2024 (M4), Ultra Stable Stand, Multiple Adjustable Viewing Angles, Slim Protective Kickstand Cover, Translucent iPad Pro 13 Case with Pencil Holder, Black", "asin": "/promo/A2VTWN9LBVTFZ1", "price": "$49.99", "quantity": ""},
{"title": "Antbox for iPad Pro 13 Inch Case M4(2024), Built-in Pencil Holder, Supports Pencil Pro/(USB-C), Auto Sleep/Wake Function PU Leather iPad Pro 13 Case Cover (Brown)", "asin": "B0DBQ3Q7YV", "price": "$43.99", "quantity": ""}],
"comparison_items": [{"title": "TORRAS for iPad Pro 13 Inch Screen Protector M4 2024, Military Grade Shatterproof [TOP 9H+ Tempered Glass\uff06 One-Pull Installation] Anti-Scratch, Bubble Free, Apple Pencil Compatible, HD Clarity", "asin": "B0DGL2M45W", "price": "$35.99"},
{"title": "TORRAS for iPad Pro 11 Inch Screen Protector M4 2024, Military Grade Shatterproof [TOP 9H+ Tempered Glass\uff06 One-Pull Installation] Anti-Scratch, Bubble Free, Apple Pencil Compatible, HD Clarity", "asin": "B0DGKZ1H6W", "price": "$35.99"},
{"title": "TORRAS Military-Grade Protection for iPad Pro 13 Inch Screen Protector \uff08 2024, M4 \uff09 9H+ Tempered Glass, One-Step Installation, Full Coverage Fit, Bubble Free, Diamond Shield, 1 Pack", "asin": "B0D3KY5FLM", "price": "$34.99"},
{"title": "SMARTDEVIL 2 Pack Screen Protector for iPad Pro 13-inch 2024 (M4) with Easy Installation Frame, 9H Clear Tempered Glass Film, Anti-Shatter, Bubble Free,Dust-Free Box", "asin": "B0DFLYMV2X", "price": "$22.99"},
{"title": "SPARIN 2+2 Pack Screen Protector for iPad Pro 13 inch 2024 (7th generation-M4) with Camera Lens Protector, Tempered Glass with Installation Frame Case & Apple Pencil Pro Compatible, Anti Scratch", "asin": "B0D4LLQGVT", "price": "$9.99"},
{"title": "SPARIN 2 Pack Screen Protector for iPad Pro 13-inch M4 2024, Tempered Glass with Easy Application Tray, Case Compatible, Anti-Scratches, High Definition", "asin": "B0D5Y2Z1NW", "price": "$17.98"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T07:30:44.590Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-19T07:30:44.590Z
|
purchase
|
B0DGL2M45W
|
rule
|
2025-04-19T07:30:44.590Z
|
purchase
|
B0DGL2M45W
|
train
| 394 |
2025-04-19T07:30:44.590Z
|
purchase
|
B0DGL2M45W
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.160Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.181Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:49.762Z", "action": "purchase", "action_argument": "B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG"}
{"timestamp": "2025-04-19T00:50:39.575Z", "action": "input", "action_argument": "ipad air "}
{"timestamp": "2025-04-19T00:50:39.693Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:50:46.220Z", "action": "click_product", "action_argument": "B0D3J7N642"}
{"timestamp": "2025-04-19T00:51:00.453Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T06:44:30.524Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T06:44:35.493Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T06:45:41.947Z", "action": "input", "action_argument": "ipad pro 13 s"}
{"timestamp": "2025-04-19T06:45:42.025Z", "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": "ipad pro 13 screen protector"}],
"cart_items": [{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"product_details": [{"asin": "B0DGL2M45W"},
{"title": "TORRAS for iPad Pro 13 Inch Screen Protector M4 2024, Military Grade Shatterproof [TOP 9H+ Tempered Glass\uff06 One-Pull Installation] Anti-Scratch, Bubble Free, Apple Pencil Compatible, HD Clarity"},
{"price": "$35.99"},
{"bullet_list": "\u3010Compatibility\u3011 Designed exclusively for iPad Pro 13 M4 (2024), models A2925, A2926, A3007. Not compatible with any other iPad models. Please verify your iPad model before purchasing: Settings > General > About. If you experience any problems, please feel free to reach out to us. We guarantee a satisfactory resolution. \u3010Military-Grade Protection, Indestructible\u3011Subjected to 7 rigorous military-grade drop tests, iPad Pro 13 inch screen protector effortlessly withstands heavy impacts and high drops. Enhanced with Na+/K+ ion exchange and 850\u2103 tempering, this tempered glass offers industry-leading impact resistance and wear resistance. Experience unparalleled protection for your iPad Pro 13 inch screen with TORRAS. \u30109H+ Hardness, Scratch-Proof Protection\u3011Say goodbye to screen scratches. The iPad Pro 13 inch screen protector safeguards your device with premium 9H+ aviation-grade tempered glass. Shield your iPad from scratches caused by keys, coins, and other sharp objects, keeping your screen looking pristine. \u3010Smooth Touch, Quick Response\u3011Experience silky-smooth touch with our high-sensitivity touch layer and ultra-slick oleophobic coating. The TORRAS screen protector for iPad Pro 13 inch ensures precise responsiveness for typing, gaming, and drawing. \u3010One Pull, Easy Application\u3011 TORRAS iPad 13 Pro 2024 screen protector features patented EZ-Frame 5s technology, transforming screen installation into a quick and effortless process. With a simple pull, the screen protector aligns and adheres perfectly to your screen in just 5 seconds. Say goodbye to bubbles and dust, even beginners can easily achieve a perfect installation. \u3010Full Coverage, Seamless Fit\u3011iPad iPad 13 Pro Screen Protector M4 2024 is precision-engineered with a 1:1 design for a perfect fit. The film seamlessly conforms to every curve of your iPad Pro 13, offering edge-to-edge protection to safeguard your screen from accidental impacts."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "iPad Pro 13 (2024)"}],
"promotion_items": [{"title": "ZAGG Glass Elite iPad Pro 13\" (M4) Screen Protector - Ultra-Strong, Scratch-Resistant, Smudge-Free, Easy Install, Eco-Friendly, Tempered Aluminosilicate Glass", "asin": "B0D9R4YZWB", "price": "$59.99", "quantity": ""},
{"title": "ZAGG Glass Elite iPad Pro 13\" (M4) Screen Protector - Tempered Aluminosilicate, 5X Stronger, Smudge-Free, Eco-Friendly, Easy Apply", "asin": "B0CZ7PKYV5", "price": "$59.99", "quantity": ""},
{"title": "SPARIN 2 Pack Screen Protector for iPad Pro 13-inch M4 2024, Tempered Glass with Easy Application Tray, Case Compatible, Anti-Scratches, High Definition", "asin": "B0D5Y2Z1NW", "price": "$17.98", "quantity": ""},
{"title": "2 Pack for iPad Pro 13-in.(M4) Screen Protector, 9H+ Hardness 12FT Military Grade S...", "asin": "B0DF2GGJT8", "price": "$25.99", "quantity": ""},
{"title": "BELLEMOND | The Original Made in Japan Paper Screen Protector for iPad Pro 13\u201d (M4, 2024) | Matte Surface PET Film for Writing, Drawing & Note-Taking | 2 Set", "asin": "B0D48JGVKF", "price": "$17.99", "quantity": ""},
{"title": "ZAGG Glass Elite iPad Pro 11\" (M4) Screen Protector - Ultra-Strong, Scratch-Resistant, Smudge-Free, Easy Install, Eco-Friendly, Tempered Aluminosilicate Glass", "asin": "B0D9R5CD9D", "price": "$49.99", "quantity": ""},
{"title": "MOHAVE 2 Pack Screen Protector for iPad 10.2\u2033 9th/8th/7th Generation [Auto Alignment] Tempered Glass [Military Grade Protection] Supports Apple Pencil", "asin": "B09BT7DGCN", "price": "$22.99", "quantity": ""},
{"title": "Ailun 2 Pack Screen Protector for iPad Pro 13 Inch 2024 7th Generation + 2 Pack Camera Lens Protector,Tempered Glass Anti-Scratch Case Friendly, Compatible with Face ID Apple Pencil[4 Pack]", "asin": "B0CZ6VDPY6", "price": "$11.89", "quantity": ""},
{"title": "Ailun Screen Protector for iPad Air 13 Inch 2025/2024 [7th/6th Generation, M3/M2], iPad Pro 13 Inch 2024 7th Generation, Tempered Glass [Face ID & Apple Pencil Compatible] Case Friendly [2 Pack]", "asin": "B0CZ6XJJP1", "price": "$8.98", "quantity": ""},
{"title": "2 Pack for iPad Pro 13-in.(M4) Screen Protector, 9H+ Hardness 12FT Military Grade S...", "asin": "B0DF2GGJT8", "price": "$25.99", "quantity": ""},
{"title": "Zugu Case for iPad Air 13 Inch M3 2025 & M2 2024 &/12.9 inch (3rd/4th Gen), Slim Protective Cover with Apple Pencil Charging & Storage, Auto Wake/Sleep, Multiple Viewing Angles (Black)", "asin": "B0D43HVHQG", "price": "$69.99", "quantity": ""},
{"title": "JETech Privacy Screen Protector for iPad Pro 13-Inch M4 (2024) with Easy Installation Tool, Anti-Spy Tempered Glass Film, 1-Pack", "asin": "B0D4QXC9Z1", "price": "$21.99", "quantity": ""},
{"title": "ZAGG XTR4 Screen Protector for iPhone 16 Pro - 11x Stronger Tempered Glass, Blue Light Filtration, Anti-Reflective Technology, Graphene Reinforced, InvisibleShield, Easy Dust-Free Installation", "asin": "B0D54TD2L2", "price": "$59.99", "quantity": ""},
{"title": "JETech Camera Lens Protector for iPad Pro 11-Inch/12.9-Inch (2022/2021/2020 Release), 9H Anti-Scratch HD Clear Tempered Glass, Full Coverage, Easy Installation, 3-Pack", "asin": "B09YKYB8C1", "price": "$7.99", "quantity": ""},
{"title": "ZAGG Glass Elite iPad Pro 13\" (M4) Screen Protector - Ultra-Strong, Scratch-Resistant, Smudge-Free, Easy Install, Eco-Friendly, Tempered Aluminosilicate Glass", "asin": "B0D9R4YZWB", "price": "$59.99", "quantity": ""},
{"title": "Zugu Case for iPad Pro 13 (M4) 2024, Slim Protective Cover with Apple Pencil Holder, Auto Wake/Sleep, Multiple Viewing Angles, iPad Pro 13 Inch Cover, Phone Protectors, Black", "asin": "B0D438GCD1", "price": "$79.99", "quantity": ""},
{"title": "URBAN ARMOR GEAR UAG Designed for iPad Pro 13\" Case (7th Gen, 2024, M4) A2926, A2925, A3007 Adjustable Multi-Angle Viewing Stand Auto Sleep/Wake Folio Cover w/Pencil Holder, Metropolis SE Olive", "asin": "B0CW65SL8G", "price": "$79.95", "quantity": ""},
{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 256GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E, Face ID, All-Day Battery Life \u2014 Space Black", "asin": "B0D3J98W75", "price": "$1,099.00", "quantity": ""},
{"title": "ESR iPad Pro 13 Inch Case with Keyboard (M4, 2024), iPad Pro 13 Keyboard Case with Easy-Set Magnetic Stand, Portrait/Raised Modes for iPad Pro 13 Keyboard, Removable Case, Rebound 360 Series, Black", "asin": "/promo/ANQQZVZPMZPFA", "price": "$119.99", "quantity": ""},
{"title": "TORRAS for iPad Pro 13 inch Case 2024 (M4), Ultra Stable Stand, Multiple Adjustable Viewing Angles, Slim Protective Kickstand Cover, Translucent iPad Pro 13 Case with Pencil Holder, Black", "asin": "/promo/A2VTWN9LBVTFZ1", "price": "$49.99", "quantity": ""},
{"title": "Antbox for iPad Pro 13 Inch Case M4(2024), Built-in Pencil Holder, Supports Pencil Pro/(USB-C), Auto Sleep/Wake Function PU Leather iPad Pro 13 Case Cover (Brown)", "asin": "B0DBQ3Q7YV", "price": "$43.99", "quantity": ""}],
"comparison_items": [{"title": "TORRAS for iPad Pro 13 Inch Screen Protector M4 2024, Military Grade Shatterproof [TOP 9H+ Tempered Glass\uff06 One-Pull Installation] Anti-Scratch, Bubble Free, Apple Pencil Compatible, HD Clarity", "asin": "B0DGL2M45W", "price": "$35.99"},
{"title": "TORRAS for iPad Pro 11 Inch Screen Protector M4 2024, Military Grade Shatterproof [TOP 9H+ Tempered Glass\uff06 One-Pull Installation] Anti-Scratch, Bubble Free, Apple Pencil Compatible, HD Clarity", "asin": "B0DGKZ1H6W", "price": "$35.99"},
{"title": "TORRAS Military-Grade Protection for iPad Pro 13 Inch Screen Protector \uff08 2024, M4 \uff09 9H+ Tempered Glass, One-Step Installation, Full Coverage Fit, Bubble Free, Diamond Shield, 1 Pack", "asin": "B0D3KY5FLM", "price": "$34.99"},
{"title": "SMARTDEVIL 2 Pack Screen Protector for iPad Pro 13-inch 2024 (M4) with Easy Installation Frame, 9H Clear Tempered Glass Film, Anti-Shatter, Bubble Free,Dust-Free Box", "asin": "B0DFLYMV2X", "price": "$22.99"},
{"title": "SPARIN 2+2 Pack Screen Protector for iPad Pro 13 inch 2024 (7th generation-M4) with Camera Lens Protector, Tempered Glass with Installation Frame Case & Apple Pencil Pro Compatible, Anti Scratch", "asin": "B0D4LLQGVT", "price": "$9.99"},
{"title": "SPARIN 2 Pack Screen Protector for iPad Pro 13-inch M4 2024, Tempered Glass with Easy Application Tray, Case Compatible, Anti-Scratches, High Definition", "asin": "B0D5Y2Z1NW", "price": "$17.98"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T07:30:44.590Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n{\"timestamp\": \"2025-04-19T00:44:05.364Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:46:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T00:46:04.043Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:14.711Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:35.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:50.315Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:50.571Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:52.518Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:48:38.279Z\", \"action\": \"purchase\", \"action_argument\": \"B00HA84YXE\"}\n{\"timestamp\": \"2025-04-19T00:49:28.516Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:29.261Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:32.189Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75\"}\n{\"timestamp\": \"2025-04-19T00:49:34.785Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:49:37.187Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:38.870Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.065Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.085Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:43.954Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:43.972Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:47.160Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:47.181Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:49.762Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG\"}\n{\"timestamp\": \"2025-04-19T00:50:39.575Z\", \"action\": \"input\", \"action_argument\": \"ipad air \"}\n{\"timestamp\": \"2025-04-19T00:50:39.693Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:50:46.220Z\", \"action\": \"click_product\", \"action_argument\": \"B0D3J7N642\"}\n{\"timestamp\": \"2025-04-19T00:51:00.453Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T06:44:30.524Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T06:44:35.493Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T06:45:41.947Z\", \"action\": \"input\", \"action_argument\": \"ipad pro 13 s\"}\n{\"timestamp\": \"2025-04-19T06:45:42.025Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-19T07:30:44.590Z\", \"action\": \"purchase\", \"action_argument\": \"B0DGL2M45W\"}\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\": \"2025-04-21T21:20:58.433Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.160Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.181Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:49.762Z", "action": "purchase", "action_argument": "B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG"}
{"timestamp": "2025-04-19T00:50:39.575Z", "action": "input", "action_argument": "ipad air "}
{"timestamp": "2025-04-19T00:50:39.693Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:50:46.220Z", "action": "click_product", "action_argument": "B0D3J7N642"}
{"timestamp": "2025-04-19T00:51:00.453Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T06:44:30.524Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T06:44:35.493Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T06:45:41.947Z", "action": "input", "action_argument": "ipad pro 13 s"}
{"timestamp": "2025-04-19T06:45:42.025Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-19T07:30:44.590Z", "action": "purchase", "action_argument": "B0DGL2M45W"}
<|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": "2025-04-21T21:20:58.433Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-21T21:20:58.433Z
|
click
|
search
|
rule
|
2025-04-21T21:20:58.433Z
|
click
|
search
|
train
| 395 |
2025-04-21T21:20:58.433Z
|
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": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.160Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.181Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:49.762Z", "action": "purchase", "action_argument": "B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG"}
{"timestamp": "2025-04-19T00:50:39.575Z", "action": "input", "action_argument": "ipad air "}
{"timestamp": "2025-04-19T00:50:39.693Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:50:46.220Z", "action": "click_product", "action_argument": "B0D3J7N642"}
{"timestamp": "2025-04-19T00:51:00.453Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T06:44:30.524Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T06:44:35.493Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T06:45:41.947Z", "action": "input", "action_argument": "ipad pro 13 s"}
{"timestamp": "2025-04-19T06:45:42.025Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-19T07:30:44.590Z", "action": "purchase", "action_argument": "B0DGL2M45W"}
<|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": "2025-04-21T21:20:58.433Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n{\"timestamp\": \"2025-04-19T00:44:05.364Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:46:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T00:46:04.043Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:14.711Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:35.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:50.315Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:50.571Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:52.518Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:48:38.279Z\", \"action\": \"purchase\", \"action_argument\": \"B00HA84YXE\"}\n{\"timestamp\": \"2025-04-19T00:49:28.516Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:29.261Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:32.189Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75\"}\n{\"timestamp\": \"2025-04-19T00:49:34.785Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:49:37.187Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:38.870Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.065Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.085Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:43.954Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:43.972Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:47.160Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:47.181Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:49.762Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG\"}\n{\"timestamp\": \"2025-04-19T00:50:39.575Z\", \"action\": \"input\", \"action_argument\": \"ipad air \"}\n{\"timestamp\": \"2025-04-19T00:50:39.693Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:50:46.220Z\", \"action\": \"click_product\", \"action_argument\": \"B0D3J7N642\"}\n{\"timestamp\": \"2025-04-19T00:51:00.453Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T06:44:30.524Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T06:44:35.493Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T06:45:41.947Z\", \"action\": \"input\", \"action_argument\": \"ipad pro 13 s\"}\n{\"timestamp\": \"2025-04-19T06:45:42.025Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-19T07:30:44.590Z\", \"action\": \"purchase\", \"action_argument\": \"B0DGL2M45W\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T21:20:58.433Z\", \"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\": \"gift card\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T21:21:00.778Z\", // 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.160Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.181Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:49.762Z", "action": "purchase", "action_argument": "B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG"}
{"timestamp": "2025-04-19T00:50:39.575Z", "action": "input", "action_argument": "ipad air "}
{"timestamp": "2025-04-19T00:50:39.693Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:50:46.220Z", "action": "click_product", "action_argument": "B0D3J7N642"}
{"timestamp": "2025-04-19T00:51:00.453Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T06:44:30.524Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T06:44:35.493Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T06:45:41.947Z", "action": "input", "action_argument": "ipad pro 13 s"}
{"timestamp": "2025-04-19T06:45:42.025Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-19T07:30:44.590Z", "action": "purchase", "action_argument": "B0DGL2M45W"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T21:20:58.433Z", "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": "gift card"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T21:21:00.778Z", // 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>
|
2025-04-21T21:21:00.778Z
|
click
|
search
|
rule
|
2025-04-21T21:21:00.778Z
|
click
|
search
|
train
| 396 |
2025-04-21T21:21:00.778Z
|
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": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.160Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.181Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:49.762Z", "action": "purchase", "action_argument": "B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG"}
{"timestamp": "2025-04-19T00:50:39.575Z", "action": "input", "action_argument": "ipad air "}
{"timestamp": "2025-04-19T00:50:39.693Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:50:46.220Z", "action": "click_product", "action_argument": "B0D3J7N642"}
{"timestamp": "2025-04-19T00:51:00.453Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T06:44:30.524Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T06:44:35.493Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T06:45:41.947Z", "action": "input", "action_argument": "ipad pro 13 s"}
{"timestamp": "2025-04-19T06:45:42.025Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-19T07:30:44.590Z", "action": "purchase", "action_argument": "B0DGL2M45W"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T21:20:58.433Z", "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": "gift card"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T21:21:00.778Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n{\"timestamp\": \"2025-04-19T00:44:05.364Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:46:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T00:46:04.043Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:14.711Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:35.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:50.315Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:50.571Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:52.518Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:48:38.279Z\", \"action\": \"purchase\", \"action_argument\": \"B00HA84YXE\"}\n{\"timestamp\": \"2025-04-19T00:49:28.516Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:29.261Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:32.189Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75\"}\n{\"timestamp\": \"2025-04-19T00:49:34.785Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:49:37.187Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:38.870Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.065Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.085Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:43.954Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:43.972Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:47.160Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:47.181Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:49.762Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG\"}\n{\"timestamp\": \"2025-04-19T00:50:39.575Z\", \"action\": \"input\", \"action_argument\": \"ipad air \"}\n{\"timestamp\": \"2025-04-19T00:50:39.693Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:50:46.220Z\", \"action\": \"click_product\", \"action_argument\": \"B0D3J7N642\"}\n{\"timestamp\": \"2025-04-19T00:51:00.453Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T06:44:30.524Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T06:44:35.493Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T06:45:41.947Z\", \"action\": \"input\", \"action_argument\": \"ipad pro 13 s\"}\n{\"timestamp\": \"2025-04-19T06:45:42.025Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-19T07:30:44.590Z\", \"action\": \"purchase\", \"action_argument\": \"B0DGL2M45W\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T21:20:58.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T21:21:00.778Z\", \"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\": \"gift card\"}],\n\"cart_items\": [{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"price\": \"$299.97\", \"quantity\": \"1\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"price\": \"$279.99\", \"quantity\": \"1\"},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$22.60\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$104.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more (eGift)\", \"asin\": \"B08F7GTP2R\", \"price\": \"$15.00\", \"quantity\": \"\"},\n{\"title\": \"Roblox Physical Gift Card [Includes Free Virtual Item] [Redeem Worldwide]\", \"asin\": \"B0BCF9T8QJ\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"The Cheesecake eGift Card\", \"asin\": \"B016CM1SZK\", \"price\": \"$15.00\", \"quantity\": \"\"},\n{\"title\": \"Roblox Physical Gift Cards, Multipack of 3 x $15 [Includes Free Virtual Item] [Redeem Worldwide]\", \"asin\": \"B0CBPXWZDV\", \"price\": \"$45.00\", \"quantity\": \"\"},\n{\"title\": \"Uber Gift Card\", \"asin\": \"B09B8FTM2M\", \"price\": \"$100.00\", \"quantity\": \"\"},\n{\"title\": \"Roblox Digital Gift Card - 2,000 Robux [Includes Exclusive Virtual Item] [Digital Code]\\nSep 6, 2022\", \"asin\": \"B0BCCYLB13\", \"price\": \"$20.00\", \"quantity\": \"\"},\n{\"title\": \"Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more\", \"asin\": \"B08DLS6LK7\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Roblox Physical Gift Card [Includes Free Virtual Item] [Redeem Worldwide]\", \"asin\": \"B0BCF9T8QJ\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more (eGift)\", \"asin\": \"B08F7GTP2R\", \"price\": \"$15.00\", \"quantity\": \"\"},\n{\"title\": \"Roblox Physical Gift Cards, Multipack of 3 x $15 [Includes Free Virtual Item] [Redeem Worldwide]\", \"asin\": \"B0CBPXWZDV\", \"price\": \"$45.00\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Amazon Physical Gift Card - Appreciation\", \"asin\": \"B0DMNKDP9P\", \"price\": \"$10.00\", \"delivery\": \"Two-Day FREE pickup Wed, Apr 23\"},\n{\"title\": \"Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more\", \"asin\": \"B08DLS6LK7\", \"price\": \"$50.00\", \"delivery\": \"FREE pickup Thu, Apr 24\"},\n{\"title\": \"Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more (eGift)\", \"asin\": \"B08F7GTP2R\", \"price\": \"$15.00\", \"delivery\": \"In Stock\"},\n{\"title\": \"Roblox Physical Gift Card [Includes Free Virtual Item] [Redeem Worldwide]\", \"asin\": \"B0BCF9T8QJ\", \"price\": \"$50.00\", \"delivery\": \"Two-Day FREE pickup Wed, Apr 23\"},\n{\"title\": \"Roblox Physical Gift Cards, Multipack of 3 x $15 [Includes Free Virtual Item] [Redeem Worldwide]\", \"asin\": \"B0CBPXWZDV\", \"price\": \"$45.00\", \"delivery\": \"Two-Day FREE pickup Wed, Apr 23\"},\n{\"title\": \"Amazon eGift Card - (Instant Email or Text Delivery)\", \"asin\": \"B07PCMWTSG\", \"delivery\": \"\"},\n{\"title\": \"Amazon eGift Card - Celebration - (Instant Email or Text Delivery)\", \"asin\": \"B0D1TK5XVL\", \"delivery\": \"\"},\n{\"title\": \"Amazon eGift Card - Seasonal - (Instant Email or Text Delivery)\", \"asin\": \"B0BPWHG5K6\", \"delivery\": \"\"},\n{\"title\": \"Amazon.com Gift Card Balance Reload\", \"asin\": \"B0CHTKNWBL\", \"delivery\": \"\"},\n{\"title\": \"Visa $100 Gift Card (plus $5.95 Purchase Fee)\", \"asin\": \"B01MSBQB1P\", \"price\": \"$105.95\", \"delivery\": \"Two-Day FREE pickup Wed, Apr 23\"},\n{\"title\": \"Amazon.com Gift Card in Various Gift Boxes\", \"asin\": \"B0B6BG2PB4\", \"delivery\": \"\"},\n{\"title\": \"Amazon.com Download and Print at Home Gift Card\", \"asin\": \"B0F2MV6L9P\", \"price\": \"$50.00\", \"delivery\": \"In Stock\"},\n{\"title\": \"Amazon.com Gift Card in a Birthday Pop-Up Box\", \"asin\": \"B0B9SJL23F\", \"delivery\": \"\"},\n{\"title\": \"Amazon eGift Card - Appreciation - (Instant Email or Text Delivery)\", \"asin\": \"B09RX1DBJP\", \"delivery\": \"\"},\n{\"title\": \"Visa $200 Gift Card (plus $6.95 Purchase Fee)\", \"asin\": \"B07HJD9FVV\", \"price\": \"$206.95\", \"delivery\": \"Two-Day FREE pickup Wed, Apr 23\"},\n{\"title\": \"Amazon.com Gift Card in a Mini Envelope (General)\", \"asin\": \"B06WVJBLBQ\", \"delivery\": \"\"},\n{\"title\": \"Visa $50 Gift Card (plus $4.95 Purchase Fee)\", \"asin\": \"B01N5TMK8I\", \"price\": \"$54.95\", \"delivery\": \"Two-Day FREE pickup Wed, Apr 23\"},\n{\"title\": \"Roblox Digital Gift Card - 1,000 Robux [Includes Exclusive Virtual Item] [Digital Code]\", \"asin\": \"B07RZ74VLR\", \"price\": \"$10.00\", \"delivery\": \"\"},\n{\"title\": \"Uber eGift Card\", \"asin\": \"B0CFXNP4DW\", \"price\": \"$15.00\", \"delivery\": \"In Stock\"},\n{\"title\": \"Uber eGift Card - Standard\", \"asin\": \"B079YMX2J6\", \"price\": \"$15.00\", \"delivery\": \"In Stock\"},\n{\"title\": \"Razer Gold eGift Card\", \"asin\": \"B08QDXC6T4\", \"price\": \"$15.00\", \"delivery\": \"In Stock\"},\n{\"title\": \"$100 Mastercard Gift Card (plus $5.95 Purchase Fee)\", \"asin\": \"B07GH7JZ91\", \"price\": \"$105.95\", \"delivery\": \"Two-Day FREE pickup Wed, Apr 23\"},\n{\"title\": \"$200 Mastercard Gift Card (plus $6.95 Purchase Fee)\", \"asin\": \"B07GFQ5B44\", \"price\": \"$206.95\", \"delivery\": \"Two-Day FREE pickup Wed, Apr 23\"},\n{\"title\": \"Amazon eGift Card - Any Occasion - (Instant Email or Text Delivery)\", \"asin\": \"B09DCN61K4\", \"delivery\": \"\"},\n{\"title\": \"Visa Virtual $200 eGift Card (plus $6.95 Purchase Fee) - For Online Use Only\", \"asin\": \"B0DG865P2N\", \"price\": \"$206.95\", \"delivery\": \"\"},\n{\"title\": \"Google Play gift code - give the gift of games, apps and more (Email or Text Message Delivery - US Only)\", \"asin\": \"B074T91QTZ\", \"price\": \"$25.00\", \"delivery\": \"In Stock\"},\n{\"title\": \"Cheesecake Factory Gift Card\", \"asin\": \"B00GS8BKZC\", \"price\": \"$50.00\", \"delivery\": \"Two-Day FREE pickup Wed, Apr 23\"},\n{\"title\": \"Visa $50 Balloons Gift Card (plus $4.95 Purchase Fee)\", \"asin\": \"B08LP1CTR2\", \"price\": \"$54.95\", \"delivery\": \"Two-Day FREE pickup Wed, Apr 23\"},\n{\"title\": \"Amazon Physical Gift Card - Any Occasion\", \"asin\": \"B0DMNMPJP1\", \"delivery\": \"\"},\n{\"title\": \"$50 Mastercard Gift Card (plus $4.95 Purchase Fee)\", \"asin\": \"B07GH6WX29\", \"price\": \"$54.95\", \"delivery\": \"Two-Day FREE pickup Wed, Apr 23\"},\n{\"title\": \"Visa $25 Gift Card (plus $3.95 Purchase Fee)\", \"asin\": \"B07HJHK8Y5\", \"price\": \"$28.95\", \"delivery\": \"Two-Day FREE pickup Wed, Apr 23\"},\n{\"title\": \"Amazon.com Download and Print at Home Gift Card\", \"asin\": \"B0B6F2MQNM\", \"delivery\": \"\"},\n{\"title\": \"Visa $100 Gift Card (plus $5.95 Purchase Fee)\", \"asin\": \"B0CQPQFFV4\", \"price\": \"$105.95\", \"delivery\": \"Two-Day FREE pickup Wed, Apr 23\"},\n{\"title\": \"Amazon Physical Gift Card - Seasonal\", \"asin\": \"B0DMNMXMJC\", \"delivery\": \"\"},\n{\"title\": \"Amazon.com Gift Card in a Reveal (Various Designs)\", \"asin\": \"B0BHHQH72Z\", \"delivery\": \"\"},\n{\"title\": \"Amazon.com Gift Card in a Premium Gift Box\", \"asin\": \"B0B9SQ5H7X\", \"delivery\": \"\"},\n{\"title\": \"Darden Restaurants Gift Card\", \"asin\": \"B076D39N8B\", \"delivery\": \"\"},\n{\"title\": \"DoorDash Gift Card\", \"asin\": \"B07YYWWD2B\", \"delivery\": \"\"},\n{\"title\": \"DoorDash eGift Card\", \"asin\": \"B07ZDX292M\", \"delivery\": \"\"},\n{\"title\": \"Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more (eGift)\", \"asin\": \"B08F7GTP2R\", \"delivery\": \"\"},\n{\"title\": \"Amazon.com Gift Card in a Reveal (Various Designs)\", \"asin\": \"B0B9SDKZG4\", \"delivery\": \"\"},\n{\"title\": \"Starbucks Gift Card\", \"asin\": \"B00AR51Y5I\", \"delivery\": \"\"},\n{\"title\": \"Texas Roadhouse Gift Card\", \"asin\": \"B07V4KX8LX\", \"delivery\": \"\"},\n{\"title\": \"Sephora Gift Card\", \"asin\": \"B0CHMFBP5X\", \"delivery\": \"\"},\n{\"title\": \"Amazon Physical Gift Card - Appreciation\", \"asin\": \"B0DMNNFF5N\", \"delivery\": \"\"},\n{\"title\": \"$25 Mastercard Gift Card (plus $3.95 Purchase Fee)\", \"asin\": \"B07GHDHKPN\", \"price\": \"$28.95\", \"delivery\": \"Two-Day FREE pickup Wed, Apr 23\"},\n{\"title\": \"Amazon.com Gift Card in a Mini Envelope (Thank You)\", \"asin\": \"B07Y92XFRD\", \"delivery\": \"\"},\n{\"title\": \"Visa Virtual $50 eGift Card (plus $4.95 Purchase Fee) - For Online Use Only\", \"asin\": \"B0DG8HN7T1\", \"price\": \"$54.95\", \"delivery\": \"\"},\n{\"title\": \"Mastercard Virtual $200 eGift Card (plus $6.95 purchase fee) \\u2013 For Online Use Only\", \"asin\": \"B0DHCHR82V\", \"price\": \"$206.95\", \"delivery\": \"\"},\n{\"title\": \"Happy Moments Gift Card\", \"asin\": \"B0DJVKH1JT\", \"delivery\": \"\"},\n{\"title\": \"Starbucks $10 Gift Cards (4-Pack)\", \"asin\": \"B00FTGTM5E\", \"price\": \"$40.00\", \"delivery\": \"\"},\n{\"title\": \"Ulta Beauty Gift Card\", \"asin\": \"B0BSKJ7DXC\", \"delivery\": \"\"},\n{\"title\": \"Southwest Airlines Gift Card\", \"asin\": \"B00GU300HO\", \"delivery\": \"\"},\n{\"title\": \"Visa Virtual $100 eGift Card (plus $5.95 Purchase Fee) - For Online Use Only\", \"asin\": \"B0DG87HQ46\", \"price\": \"$105.95\", \"delivery\": \"\"},\n{\"title\": \"Starbucks Happy Birthday Gift Card $25\", \"asin\": \"B017IF4HKS\", \"price\": \"$25.00\", \"delivery\": \"Two-Day FREE pickup Wed, Apr 23\"},\n{\"title\": \"Taco Bell Gift Card\", \"asin\": \"B0CT5FSSYB\", \"delivery\": \"\"},\n{\"title\": \"Amazon.com Gift Card in a Mini Envelope\", \"asin\": \"B083V225RJ\", \"price\": \"$30.00\", \"delivery\": \"Two-Day FREE pickup Wed, Apr 23\"},\n{\"title\": \"Raising Cane's Gift Card $50\", \"asin\": \"B0CRBDYK18\", \"price\": \"$50.00\", \"delivery\": \"Two-Day FREE pickup Wed, Apr 23\"},\n{\"title\": \"Visa Virtual $25 eGift Card (plus $3.95 Purchase Fee) - For Online Use Only\", \"asin\": \"B0D2ZXJ2VQ\", \"price\": \"$28.95\", \"delivery\": \"\"},\n{\"title\": \"Panera Bread Gift Card\", \"asin\": \"B0B2PJR8MP\", \"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\": \"2025-04-21T21:22:03.399Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.160Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.181Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:49.762Z", "action": "purchase", "action_argument": "B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG"}
{"timestamp": "2025-04-19T00:50:39.575Z", "action": "input", "action_argument": "ipad air "}
{"timestamp": "2025-04-19T00:50:39.693Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:50:46.220Z", "action": "click_product", "action_argument": "B0D3J7N642"}
{"timestamp": "2025-04-19T00:51:00.453Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T06:44:30.524Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T06:44:35.493Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T06:45:41.947Z", "action": "input", "action_argument": "ipad pro 13 s"}
{"timestamp": "2025-04-19T06:45:42.025Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-19T07:30:44.590Z", "action": "purchase", "action_argument": "B0DGL2M45W"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T21:20:58.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T21:21:00.778Z", "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": "gift card"}],
"cart_items": [{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$22.60", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"promotion_items": [{"title": "Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more (eGift)", "asin": "B08F7GTP2R", "price": "$15.00", "quantity": ""},
{"title": "Roblox Physical Gift Card [Includes Free Virtual Item] [Redeem Worldwide]", "asin": "B0BCF9T8QJ", "price": "$50.00", "quantity": ""},
{"title": "The Cheesecake eGift Card", "asin": "B016CM1SZK", "price": "$15.00", "quantity": ""},
{"title": "Roblox Physical Gift Cards, Multipack of 3 x $15 [Includes Free Virtual Item] [Redeem Worldwide]", "asin": "B0CBPXWZDV", "price": "$45.00", "quantity": ""},
{"title": "Uber Gift Card", "asin": "B09B8FTM2M", "price": "$100.00", "quantity": ""},
{"title": "Roblox Digital Gift Card - 2,000 Robux [Includes Exclusive Virtual Item] [Digital Code]\nSep 6, 2022", "asin": "B0BCCYLB13", "price": "$20.00", "quantity": ""},
{"title": "Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more", "asin": "B08DLS6LK7", "price": "$50.00", "quantity": ""},
{"title": "Roblox Physical Gift Card [Includes Free Virtual Item] [Redeem Worldwide]", "asin": "B0BCF9T8QJ", "price": "$50.00", "quantity": ""},
{"title": "Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more (eGift)", "asin": "B08F7GTP2R", "price": "$15.00", "quantity": ""},
{"title": "Roblox Physical Gift Cards, Multipack of 3 x $15 [Includes Free Virtual Item] [Redeem Worldwide]", "asin": "B0CBPXWZDV", "price": "$45.00", "quantity": ""}],
"search_results": [{"title": "Amazon Physical Gift Card - Appreciation", "asin": "B0DMNKDP9P", "price": "$10.00", "delivery": "Two-Day FREE pickup Wed, Apr 23"},
{"title": "Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more", "asin": "B08DLS6LK7", "price": "$50.00", "delivery": "FREE pickup Thu, Apr 24"},
{"title": "Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more (eGift)", "asin": "B08F7GTP2R", "price": "$15.00", "delivery": "In Stock"},
{"title": "Roblox Physical Gift Card [Includes Free Virtual Item] [Redeem Worldwide]", "asin": "B0BCF9T8QJ", "price": "$50.00", "delivery": "Two-Day FREE pickup Wed, Apr 23"},
{"title": "Roblox Physical Gift Cards, Multipack of 3 x $15 [Includes Free Virtual Item] [Redeem Worldwide]", "asin": "B0CBPXWZDV", "price": "$45.00", "delivery": "Two-Day FREE pickup Wed, Apr 23"},
{"title": "Amazon eGift Card - (Instant Email or Text Delivery)", "asin": "B07PCMWTSG", "delivery": ""},
{"title": "Amazon eGift Card - Celebration - (Instant Email or Text Delivery)", "asin": "B0D1TK5XVL", "delivery": ""},
{"title": "Amazon eGift Card - Seasonal - (Instant Email or Text Delivery)", "asin": "B0BPWHG5K6", "delivery": ""},
{"title": "Amazon.com Gift Card Balance Reload", "asin": "B0CHTKNWBL", "delivery": ""},
{"title": "Visa $100 Gift Card (plus $5.95 Purchase Fee)", "asin": "B01MSBQB1P", "price": "$105.95", "delivery": "Two-Day FREE pickup Wed, Apr 23"},
{"title": "Amazon.com Gift Card in Various Gift Boxes", "asin": "B0B6BG2PB4", "delivery": ""},
{"title": "Amazon.com Download and Print at Home Gift Card", "asin": "B0F2MV6L9P", "price": "$50.00", "delivery": "In Stock"},
{"title": "Amazon.com Gift Card in a Birthday Pop-Up Box", "asin": "B0B9SJL23F", "delivery": ""},
{"title": "Amazon eGift Card - Appreciation - (Instant Email or Text Delivery)", "asin": "B09RX1DBJP", "delivery": ""},
{"title": "Visa $200 Gift Card (plus $6.95 Purchase Fee)", "asin": "B07HJD9FVV", "price": "$206.95", "delivery": "Two-Day FREE pickup Wed, Apr 23"},
{"title": "Amazon.com Gift Card in a Mini Envelope (General)", "asin": "B06WVJBLBQ", "delivery": ""},
{"title": "Visa $50 Gift Card (plus $4.95 Purchase Fee)", "asin": "B01N5TMK8I", "price": "$54.95", "delivery": "Two-Day FREE pickup Wed, Apr 23"},
{"title": "Roblox Digital Gift Card - 1,000 Robux [Includes Exclusive Virtual Item] [Digital Code]", "asin": "B07RZ74VLR", "price": "$10.00", "delivery": ""},
{"title": "Uber eGift Card", "asin": "B0CFXNP4DW", "price": "$15.00", "delivery": "In Stock"},
{"title": "Uber eGift Card - Standard", "asin": "B079YMX2J6", "price": "$15.00", "delivery": "In Stock"},
{"title": "Razer Gold eGift Card", "asin": "B08QDXC6T4", "price": "$15.00", "delivery": "In Stock"},
{"title": "$100 Mastercard Gift Card (plus $5.95 Purchase Fee)", "asin": "B07GH7JZ91", "price": "$105.95", "delivery": "Two-Day FREE pickup Wed, Apr 23"},
{"title": "$200 Mastercard Gift Card (plus $6.95 Purchase Fee)", "asin": "B07GFQ5B44", "price": "$206.95", "delivery": "Two-Day FREE pickup Wed, Apr 23"},
{"title": "Amazon eGift Card - Any Occasion - (Instant Email or Text Delivery)", "asin": "B09DCN61K4", "delivery": ""},
{"title": "Visa Virtual $200 eGift Card (plus $6.95 Purchase Fee) - For Online Use Only", "asin": "B0DG865P2N", "price": "$206.95", "delivery": ""},
{"title": "Google Play gift code - give the gift of games, apps and more (Email or Text Message Delivery - US Only)", "asin": "B074T91QTZ", "price": "$25.00", "delivery": "In Stock"},
{"title": "Cheesecake Factory Gift Card", "asin": "B00GS8BKZC", "price": "$50.00", "delivery": "Two-Day FREE pickup Wed, Apr 23"},
{"title": "Visa $50 Balloons Gift Card (plus $4.95 Purchase Fee)", "asin": "B08LP1CTR2", "price": "$54.95", "delivery": "Two-Day FREE pickup Wed, Apr 23"},
{"title": "Amazon Physical Gift Card - Any Occasion", "asin": "B0DMNMPJP1", "delivery": ""},
{"title": "$50 Mastercard Gift Card (plus $4.95 Purchase Fee)", "asin": "B07GH6WX29", "price": "$54.95", "delivery": "Two-Day FREE pickup Wed, Apr 23"},
{"title": "Visa $25 Gift Card (plus $3.95 Purchase Fee)", "asin": "B07HJHK8Y5", "price": "$28.95", "delivery": "Two-Day FREE pickup Wed, Apr 23"},
{"title": "Amazon.com Download and Print at Home Gift Card", "asin": "B0B6F2MQNM", "delivery": ""},
{"title": "Visa $100 Gift Card (plus $5.95 Purchase Fee)", "asin": "B0CQPQFFV4", "price": "$105.95", "delivery": "Two-Day FREE pickup Wed, Apr 23"},
{"title": "Amazon Physical Gift Card - Seasonal", "asin": "B0DMNMXMJC", "delivery": ""},
{"title": "Amazon.com Gift Card in a Reveal (Various Designs)", "asin": "B0BHHQH72Z", "delivery": ""},
{"title": "Amazon.com Gift Card in a Premium Gift Box", "asin": "B0B9SQ5H7X", "delivery": ""},
{"title": "Darden Restaurants Gift Card", "asin": "B076D39N8B", "delivery": ""},
{"title": "DoorDash Gift Card", "asin": "B07YYWWD2B", "delivery": ""},
{"title": "DoorDash eGift Card", "asin": "B07ZDX292M", "delivery": ""},
{"title": "Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more (eGift)", "asin": "B08F7GTP2R", "delivery": ""},
{"title": "Amazon.com Gift Card in a Reveal (Various Designs)", "asin": "B0B9SDKZG4", "delivery": ""},
{"title": "Starbucks Gift Card", "asin": "B00AR51Y5I", "delivery": ""},
{"title": "Texas Roadhouse Gift Card", "asin": "B07V4KX8LX", "delivery": ""},
{"title": "Sephora Gift Card", "asin": "B0CHMFBP5X", "delivery": ""},
{"title": "Amazon Physical Gift Card - Appreciation", "asin": "B0DMNNFF5N", "delivery": ""},
{"title": "$25 Mastercard Gift Card (plus $3.95 Purchase Fee)", "asin": "B07GHDHKPN", "price": "$28.95", "delivery": "Two-Day FREE pickup Wed, Apr 23"},
{"title": "Amazon.com Gift Card in a Mini Envelope (Thank You)", "asin": "B07Y92XFRD", "delivery": ""},
{"title": "Visa Virtual $50 eGift Card (plus $4.95 Purchase Fee) - For Online Use Only", "asin": "B0DG8HN7T1", "price": "$54.95", "delivery": ""},
{"title": "Mastercard Virtual $200 eGift Card (plus $6.95 purchase fee) \u2013 For Online Use Only", "asin": "B0DHCHR82V", "price": "$206.95", "delivery": ""},
{"title": "Happy Moments Gift Card", "asin": "B0DJVKH1JT", "delivery": ""},
{"title": "Starbucks $10 Gift Cards (4-Pack)", "asin": "B00FTGTM5E", "price": "$40.00", "delivery": ""},
{"title": "Ulta Beauty Gift Card", "asin": "B0BSKJ7DXC", "delivery": ""},
{"title": "Southwest Airlines Gift Card", "asin": "B00GU300HO", "delivery": ""},
{"title": "Visa Virtual $100 eGift Card (plus $5.95 Purchase Fee) - For Online Use Only", "asin": "B0DG87HQ46", "price": "$105.95", "delivery": ""},
{"title": "Starbucks Happy Birthday Gift Card $25", "asin": "B017IF4HKS", "price": "$25.00", "delivery": "Two-Day FREE pickup Wed, Apr 23"},
{"title": "Taco Bell Gift Card", "asin": "B0CT5FSSYB", "delivery": ""},
{"title": "Amazon.com Gift Card in a Mini Envelope", "asin": "B083V225RJ", "price": "$30.00", "delivery": "Two-Day FREE pickup Wed, Apr 23"},
{"title": "Raising Cane's Gift Card $50", "asin": "B0CRBDYK18", "price": "$50.00", "delivery": "Two-Day FREE pickup Wed, Apr 23"},
{"title": "Visa Virtual $25 eGift Card (plus $3.95 Purchase Fee) - For Online Use Only", "asin": "B0D2ZXJ2VQ", "price": "$28.95", "delivery": ""},
{"title": "Panera Bread Gift Card", "asin": "B0B2PJR8MP", "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": "2025-04-21T21:22:03.399Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-21T21:22:03.399Z
|
click_product
|
B07PCMWTSG
|
rule
|
2025-04-21T21:22:03.399Z
|
click_product
|
B07PCMWTSG
|
train
| 397 |
2025-04-21T21:22:03.399Z
|
click_product
|
B07PCMWTSG
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.160Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.181Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:49.762Z", "action": "purchase", "action_argument": "B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG"}
{"timestamp": "2025-04-19T00:50:39.575Z", "action": "input", "action_argument": "ipad air "}
{"timestamp": "2025-04-19T00:50:39.693Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:50:46.220Z", "action": "click_product", "action_argument": "B0D3J7N642"}
{"timestamp": "2025-04-19T00:51:00.453Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T06:44:30.524Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T06:44:35.493Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T06:45:41.947Z", "action": "input", "action_argument": "ipad pro 13 s"}
{"timestamp": "2025-04-19T06:45:42.025Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-19T07:30:44.590Z", "action": "purchase", "action_argument": "B0DGL2M45W"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T21:20:58.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T21:21:00.778Z", "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": "gift card"}],
"cart_items": [{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$22.60", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"promotion_items": [{"title": "Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more (eGift)", "asin": "B08F7GTP2R", "price": "$15.00", "quantity": ""},
{"title": "Roblox Physical Gift Card [Includes Free Virtual Item] [Redeem Worldwide]", "asin": "B0BCF9T8QJ", "price": "$50.00", "quantity": ""},
{"title": "The Cheesecake eGift Card", "asin": "B016CM1SZK", "price": "$15.00", "quantity": ""},
{"title": "Roblox Physical Gift Cards, Multipack of 3 x $15 [Includes Free Virtual Item] [Redeem Worldwide]", "asin": "B0CBPXWZDV", "price": "$45.00", "quantity": ""},
{"title": "Uber Gift Card", "asin": "B09B8FTM2M", "price": "$100.00", "quantity": ""},
{"title": "Roblox Digital Gift Card - 2,000 Robux [Includes Exclusive Virtual Item] [Digital Code]\nSep 6, 2022", "asin": "B0BCCYLB13", "price": "$20.00", "quantity": ""},
{"title": "Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more", "asin": "B08DLS6LK7", "price": "$50.00", "quantity": ""},
{"title": "Roblox Physical Gift Card [Includes Free Virtual Item] [Redeem Worldwide]", "asin": "B0BCF9T8QJ", "price": "$50.00", "quantity": ""},
{"title": "Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more (eGift)", "asin": "B08F7GTP2R", "price": "$15.00", "quantity": ""},
{"title": "Roblox Physical Gift Cards, Multipack of 3 x $15 [Includes Free Virtual Item] [Redeem Worldwide]", "asin": "B0CBPXWZDV", "price": "$45.00", "quantity": ""}],
"search_results": [{"title": "Amazon Physical Gift Card - Appreciation", "asin": "B0DMNKDP9P", "price": "$10.00", "delivery": "Two-Day FREE pickup Wed, Apr 23"},
{"title": "Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more", "asin": "B08DLS6LK7", "price": "$50.00", "delivery": "FREE pickup Thu, Apr 24"},
{"title": "Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more (eGift)", "asin": "B08F7GTP2R", "price": "$15.00", "delivery": "In Stock"},
{"title": "Roblox Physical Gift Card [Includes Free Virtual Item] [Redeem Worldwide]", "asin": "B0BCF9T8QJ", "price": "$50.00", "delivery": "Two-Day FREE pickup Wed, Apr 23"},
{"title": "Roblox Physical Gift Cards, Multipack of 3 x $15 [Includes Free Virtual Item] [Redeem Worldwide]", "asin": "B0CBPXWZDV", "price": "$45.00", "delivery": "Two-Day FREE pickup Wed, Apr 23"},
{"title": "Amazon eGift Card - (Instant Email or Text Delivery)", "asin": "B07PCMWTSG", "delivery": ""},
{"title": "Amazon eGift Card - Celebration - (Instant Email or Text Delivery)", "asin": "B0D1TK5XVL", "delivery": ""},
{"title": "Amazon eGift Card - Seasonal - (Instant Email or Text Delivery)", "asin": "B0BPWHG5K6", "delivery": ""},
{"title": "Amazon.com Gift Card Balance Reload", "asin": "B0CHTKNWBL", "delivery": ""},
{"title": "Visa $100 Gift Card (plus $5.95 Purchase Fee)", "asin": "B01MSBQB1P", "price": "$105.95", "delivery": "Two-Day FREE pickup Wed, Apr 23"},
{"title": "Amazon.com Gift Card in Various Gift Boxes", "asin": "B0B6BG2PB4", "delivery": ""},
{"title": "Amazon.com Download and Print at Home Gift Card", "asin": "B0F2MV6L9P", "price": "$50.00", "delivery": "In Stock"},
{"title": "Amazon.com Gift Card in a Birthday Pop-Up Box", "asin": "B0B9SJL23F", "delivery": ""},
{"title": "Amazon eGift Card - Appreciation - (Instant Email or Text Delivery)", "asin": "B09RX1DBJP", "delivery": ""},
{"title": "Visa $200 Gift Card (plus $6.95 Purchase Fee)", "asin": "B07HJD9FVV", "price": "$206.95", "delivery": "Two-Day FREE pickup Wed, Apr 23"},
{"title": "Amazon.com Gift Card in a Mini Envelope (General)", "asin": "B06WVJBLBQ", "delivery": ""},
{"title": "Visa $50 Gift Card (plus $4.95 Purchase Fee)", "asin": "B01N5TMK8I", "price": "$54.95", "delivery": "Two-Day FREE pickup Wed, Apr 23"},
{"title": "Roblox Digital Gift Card - 1,000 Robux [Includes Exclusive Virtual Item] [Digital Code]", "asin": "B07RZ74VLR", "price": "$10.00", "delivery": ""},
{"title": "Uber eGift Card", "asin": "B0CFXNP4DW", "price": "$15.00", "delivery": "In Stock"},
{"title": "Uber eGift Card - Standard", "asin": "B079YMX2J6", "price": "$15.00", "delivery": "In Stock"},
{"title": "Razer Gold eGift Card", "asin": "B08QDXC6T4", "price": "$15.00", "delivery": "In Stock"},
{"title": "$100 Mastercard Gift Card (plus $5.95 Purchase Fee)", "asin": "B07GH7JZ91", "price": "$105.95", "delivery": "Two-Day FREE pickup Wed, Apr 23"},
{"title": "$200 Mastercard Gift Card (plus $6.95 Purchase Fee)", "asin": "B07GFQ5B44", "price": "$206.95", "delivery": "Two-Day FREE pickup Wed, Apr 23"},
{"title": "Amazon eGift Card - Any Occasion - (Instant Email or Text Delivery)", "asin": "B09DCN61K4", "delivery": ""},
{"title": "Visa Virtual $200 eGift Card (plus $6.95 Purchase Fee) - For Online Use Only", "asin": "B0DG865P2N", "price": "$206.95", "delivery": ""},
{"title": "Google Play gift code - give the gift of games, apps and more (Email or Text Message Delivery - US Only)", "asin": "B074T91QTZ", "price": "$25.00", "delivery": "In Stock"},
{"title": "Cheesecake Factory Gift Card", "asin": "B00GS8BKZC", "price": "$50.00", "delivery": "Two-Day FREE pickup Wed, Apr 23"},
{"title": "Visa $50 Balloons Gift Card (plus $4.95 Purchase Fee)", "asin": "B08LP1CTR2", "price": "$54.95", "delivery": "Two-Day FREE pickup Wed, Apr 23"},
{"title": "Amazon Physical Gift Card - Any Occasion", "asin": "B0DMNMPJP1", "delivery": ""},
{"title": "$50 Mastercard Gift Card (plus $4.95 Purchase Fee)", "asin": "B07GH6WX29", "price": "$54.95", "delivery": "Two-Day FREE pickup Wed, Apr 23"},
{"title": "Visa $25 Gift Card (plus $3.95 Purchase Fee)", "asin": "B07HJHK8Y5", "price": "$28.95", "delivery": "Two-Day FREE pickup Wed, Apr 23"},
{"title": "Amazon.com Download and Print at Home Gift Card", "asin": "B0B6F2MQNM", "delivery": ""},
{"title": "Visa $100 Gift Card (plus $5.95 Purchase Fee)", "asin": "B0CQPQFFV4", "price": "$105.95", "delivery": "Two-Day FREE pickup Wed, Apr 23"},
{"title": "Amazon Physical Gift Card - Seasonal", "asin": "B0DMNMXMJC", "delivery": ""},
{"title": "Amazon.com Gift Card in a Reveal (Various Designs)", "asin": "B0BHHQH72Z", "delivery": ""},
{"title": "Amazon.com Gift Card in a Premium Gift Box", "asin": "B0B9SQ5H7X", "delivery": ""},
{"title": "Darden Restaurants Gift Card", "asin": "B076D39N8B", "delivery": ""},
{"title": "DoorDash Gift Card", "asin": "B07YYWWD2B", "delivery": ""},
{"title": "DoorDash eGift Card", "asin": "B07ZDX292M", "delivery": ""},
{"title": "Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more (eGift)", "asin": "B08F7GTP2R", "delivery": ""},
{"title": "Amazon.com Gift Card in a Reveal (Various Designs)", "asin": "B0B9SDKZG4", "delivery": ""},
{"title": "Starbucks Gift Card", "asin": "B00AR51Y5I", "delivery": ""},
{"title": "Texas Roadhouse Gift Card", "asin": "B07V4KX8LX", "delivery": ""},
{"title": "Sephora Gift Card", "asin": "B0CHMFBP5X", "delivery": ""},
{"title": "Amazon Physical Gift Card - Appreciation", "asin": "B0DMNNFF5N", "delivery": ""},
{"title": "$25 Mastercard Gift Card (plus $3.95 Purchase Fee)", "asin": "B07GHDHKPN", "price": "$28.95", "delivery": "Two-Day FREE pickup Wed, Apr 23"},
{"title": "Amazon.com Gift Card in a Mini Envelope (Thank You)", "asin": "B07Y92XFRD", "delivery": ""},
{"title": "Visa Virtual $50 eGift Card (plus $4.95 Purchase Fee) - For Online Use Only", "asin": "B0DG8HN7T1", "price": "$54.95", "delivery": ""},
{"title": "Mastercard Virtual $200 eGift Card (plus $6.95 purchase fee) \u2013 For Online Use Only", "asin": "B0DHCHR82V", "price": "$206.95", "delivery": ""},
{"title": "Happy Moments Gift Card", "asin": "B0DJVKH1JT", "delivery": ""},
{"title": "Starbucks $10 Gift Cards (4-Pack)", "asin": "B00FTGTM5E", "price": "$40.00", "delivery": ""},
{"title": "Ulta Beauty Gift Card", "asin": "B0BSKJ7DXC", "delivery": ""},
{"title": "Southwest Airlines Gift Card", "asin": "B00GU300HO", "delivery": ""},
{"title": "Visa Virtual $100 eGift Card (plus $5.95 Purchase Fee) - For Online Use Only", "asin": "B0DG87HQ46", "price": "$105.95", "delivery": ""},
{"title": "Starbucks Happy Birthday Gift Card $25", "asin": "B017IF4HKS", "price": "$25.00", "delivery": "Two-Day FREE pickup Wed, Apr 23"},
{"title": "Taco Bell Gift Card", "asin": "B0CT5FSSYB", "delivery": ""},
{"title": "Amazon.com Gift Card in a Mini Envelope", "asin": "B083V225RJ", "price": "$30.00", "delivery": "Two-Day FREE pickup Wed, Apr 23"},
{"title": "Raising Cane's Gift Card $50", "asin": "B0CRBDYK18", "price": "$50.00", "delivery": "Two-Day FREE pickup Wed, Apr 23"},
{"title": "Visa Virtual $25 eGift Card (plus $3.95 Purchase Fee) - For Online Use Only", "asin": "B0D2ZXJ2VQ", "price": "$28.95", "delivery": ""},
{"title": "Panera Bread Gift Card", "asin": "B0B2PJR8MP", "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": "2025-04-21T21:22:03.399Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n{\"timestamp\": \"2025-04-19T00:44:05.364Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:46:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T00:46:04.043Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:14.711Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:35.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:50.315Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:50.571Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:52.518Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:48:38.279Z\", \"action\": \"purchase\", \"action_argument\": \"B00HA84YXE\"}\n{\"timestamp\": \"2025-04-19T00:49:28.516Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:29.261Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:32.189Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75\"}\n{\"timestamp\": \"2025-04-19T00:49:34.785Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:49:37.187Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:38.870Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.065Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.085Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:43.954Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:43.972Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:47.160Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:47.181Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:49.762Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG\"}\n{\"timestamp\": \"2025-04-19T00:50:39.575Z\", \"action\": \"input\", \"action_argument\": \"ipad air \"}\n{\"timestamp\": \"2025-04-19T00:50:39.693Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:50:46.220Z\", \"action\": \"click_product\", \"action_argument\": \"B0D3J7N642\"}\n{\"timestamp\": \"2025-04-19T00:51:00.453Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T06:44:30.524Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T06:44:35.493Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T06:45:41.947Z\", \"action\": \"input\", \"action_argument\": \"ipad pro 13 s\"}\n{\"timestamp\": \"2025-04-19T06:45:42.025Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-19T07:30:44.590Z\", \"action\": \"purchase\", \"action_argument\": \"B0DGL2M45W\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T21:20:58.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T21:21:00.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T21:22:03.399Z\", \"action\": \"click_product\", \"action_argument\": \"B07PCMWTSG\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"Amazon eGift Card - Blue Smile\", \"asin\": \"B07PBLL2VD\", \"price\": \"$20.00\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"price\": \"$299.97\", \"quantity\": \"1\"},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"price\": \"$279.99\", \"quantity\": \"1\"},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"price\": \"$22.60\", \"quantity\": \"1\"},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"price\": \"$11.33\", \"quantity\": \"1\"},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"price\": \"$11.93\", \"quantity\": \"1\"},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"price\": \"$104.00\", \"quantity\": \"1\"},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"price\": \"$44.99\", \"quantity\": \"1\"},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"price\": \"$8.87\", \"quantity\": \"1\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"price\": \"$10.79\", \"quantity\": \"1\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"price\": \"$12.77\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000-1AZNAS) \\u2013 Approved for Today\\u2019s Fastest Speeds - Works With all Cable Providers, Incl. Xfinity, Spectrum, Cox - Cable Plans up to 2.5Gbps\", \"asin\": \"\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Hue Indoor 33 Ft Smart LED Solo lightstrip Base Kit - 1 Pack - Control with Hue App - Compatible with Alexa, Google Assistant and Apple HomeKit\", \"asin\": \"\", \"price\": \"$135.99\", \"quantity\": \"\"},\n{\"title\": \"Inspired: How to Create Tech Products Customers Love (Silicon Valley Product Group)\", \"asin\": \"\", \"price\": \"$14.91\", \"quantity\": \"\"},\n{\"title\": \"Universal Principles of UX: 100 Timeless Strategies to Create Positive Interactions between People and Technology (Volume 4) (Rockport Universal, 4)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Design for a Better World: Meaningful, Sustainable, Humanity Centered\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Don't Make Me Think, Revisited: A Common Sense Approach to Web Usability (3rd Edition) (Voices That Matter)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hooked: How to Build Habit-Forming Products\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Uber eGift Card - Standard\", \"asin\": \"\", \"price\": \"$15.00\", \"quantity\": \"\"},\n{\"title\": \"The Cheesecake eGift Card\", \"asin\": \"\", \"price\": \"$15.00\", \"quantity\": \"\"},\n{\"title\": \"Torrid eGift Card\", \"asin\": \"\", \"price\": \"$15.00\", \"quantity\": \"\"},\n{\"title\": \"$50 PlayStation Store Gift Card [Digital Code]\", \"asin\": \"\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"$10 Xbox Gift Card [Digital Code]\", \"asin\": \"\", \"price\": \"$10.00\", \"quantity\": \"\"},\n{\"title\": \"Apple iPad Air 13-inch (M2): Built for Apple Intelligence, Liquid Retina Display, 256GB, 12MP Front/Back Camera, Wi-Fi 6E + 5G Cellular, Touch ID, All-Day Battery Life \\u2014 Blue\", \"asin\": \"\", \"price\": \"$944.00\", \"quantity\": \"\"},\n{\"title\": \"Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 256GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E, Face ID, All-Day Battery Life \\u2014 Silver\", \"asin\": \"\", \"price\": \"$1,195.00\", \"quantity\": \"\"},\n{\"title\": \"Apple iPad Pro 11-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 256GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E, Face ID, All-Day Battery Life \\u2014 Space Black\", \"asin\": \"\", \"price\": \"$899.99\", \"quantity\": \"\"},\n{\"title\": \"Apple iPad Air 13-inch with M3 chip Built for Apple Intelligence, Liquid Retina Display, 128GB, 12MP Front/Back Camera, Wi-Fi 6E, Touch ID, All-Day Battery Life \\u2014 Space Gray\", \"asin\": \"\", \"price\": \"$754.00\", \"quantity\": \"\"},\n{\"title\": \"Apple Magic Keyboard: iPad Keyboard and case for iPad Pro 12.9 inch (3rd, 4th, 5th and 6th gen) and iPad Air (M2), Great Typing Experience, Built-in trackpad, US English - Black\", \"asin\": \"\", \"price\": \"$349.00\", \"quantity\": \"\"},\n{\"title\": \"Apple iPad Mini (A17 Pro): Apple Intelligence, 8.3-inch Liquid Retina Display, 128GB, Wi-Fi 6E, 12MP Front/12MP Back Camera, Touch ID, All-Day Battery Life \\u2014 Space Gray\", \"asin\": \"\", \"price\": \"$489.00\", \"quantity\": \"\"},\n{\"title\": \"ESR iPad Air 13 inch Case Keyboard (M3,2025/M2,2024), iPad Pro 12.9 inch Magic Keyboard, Easy-Set Floating Cantilever Stand, Precision Multi-Touch Trackpad, Rebound Series, Black\\u3010NOT for Pro 13\\u3011\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"typecase Keyboard Case for iPad Pro 13-inch (M4) 2024,Magic Keyboard with 11 Colors Backlight for iPad Pro 13,Keyboard Case with Pencil Holder,Multi-Touch Trackpad, Easy-Set Magnetic Stand,Black\", \"asin\": \"\", \"price\": \"$104.49\", \"quantity\": \"\"},\n{\"title\": \"Logitech Combo Touch iPad Air 13-inch (M2 & M3)(2024 & 2025) Keyboard Case - Detachable Backlit Keyboard with Kickstand, Comfortable Typing, Multi-use Mode - Midnight Black\", \"asin\": \"\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"typecase Touch Case with Keyboard for iPad Pro 13-inch(M4, 2024), iPad Air 13-inch(M3, 2025/M2, 2024) & iPad Pro 12.9(6th/5th/4th/3rd Gen), Trackpad, 360\\u00b0 Rotatable, 11-Colors Backlit, Space Black\", \"asin\": \"\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"HOU Keyboard Case for iPad Pro 13 inch Case 2024 with Keyboard (M4), with Multi-Touch Trackpad, 7 Colors Backlight, Easy-Set Magnetic Stand Bluetooth-Black\", \"asin\": \"\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"ESR iPad Pro 13 Inch Case with Keyboard (M4, 2024), iPad Pro 13 Keyboard Case with Easy-Set Magnetic Stand, Portrait/Raised Modes for iPad Pro 13 Keyboard, Removable Case, Rebound 360 Series, Black\", \"asin\": \"\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"ZAGG Pro Keys 2 iPad Pro 13 (M4) Keyboard Case - Wireless Keyboard & Detachable Folio Case | Laptop-Style Backlit Keys, Multi-Pairing Bluetooth, 6.6 ft Drop Protection\", \"asin\": \"\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"typecase Touch iPad 10th Generation Case with Keyboard (10.9\\\", 2022) & iPad 11th (A16, 2025) - 360\\u00b0 Rotatable, 11-Color Backlight,Multi-Touch Trackpad, Thin & Light (Black)\", \"asin\": \"\", \"price\": \"$58.47\", \"quantity\": \"\"},\n{\"title\": \"HUANUO Dual Monitor Stand for 13 to 40 inch, Premium Dual Monitor Mount with USB, Height Adjustable Monitor Stand for 2 Monitors, VESA Mount with Clamp/Grommet Base, Each Arm Hold up to 26.4lbs, Black\", \"asin\": \"\", \"price\": \"$126.99\", \"quantity\": \"\"},\n{\"title\": \"EVEO Premium Dual Monitor Mount 14\\\"-35\\u201d Dual Monitor Arm VESA Bracket Adjustable Height Gas Spring Dual Monitor Stand, Screen Full Motion Dual Monitor Arm-Computer Monitor Stand for 2 Screens - Black\", \"asin\": \"\", \"price\": \"$109.97\", \"quantity\": \"\"},\n{\"title\": \"HUANUO Dual Monitor Stand - Full Adjustable Monitor Desk Mount Swivel Vesa Bracket with C Clamp, Grommet Mounting Base for 13 to 32 Inch Computer Screens - Each Arm Holds 4.4 to 19.8lbs\", \"asin\": \"\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Monitor Desk Mount up to 35 inches Screens, Max 28.6lbs Each, Heavy Duty Ultrawide Monitor Arm,Full Motion Height Adjustable Gas Spring Monitor Stand for 2 Screens, VESA 75x75mm&100x100mm\", \"asin\": \"\", \"price\": \"$129.00\", \"quantity\": \"\"},\n{\"title\": \"ErgoFocus Dual Monitor Mount for Screens up to 43\\\", Heavy Duty Ultrawide Dual Monitor Arm Holds Max 33lbs Each, Premium Gas Spring Adjustable Computer Monitor Stand for 2 Monitors, VESA Desk Mount\", \"asin\": \"\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"VIVO Heavy Duty Dual Ultra-Wide Monitor Tension Arm for 45 inch Screens up to 44 lbs per Arm, Premium Desk Mount Monitor Stand for 2 Ultrawide Screens, Black, STAND-V200E\", \"asin\": \"\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"HUANUO 13 to 40 Inch Dual Monitor Arm for 2 Ultrawide Screens, Height Adjustable Full Motion Stand with 2 USB Port, VESA 75/100mm Mount, Holds up to 26.4lbs per Arm, Black\", \"asin\": \"\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"NearHub Dual Monitor Desk Mount for 13-32 Inch Computer Screen,Adjustable Gas Spring Monitor Arm,Each Arm Holds 4.4 to 22 lbs,VESA Bracket 75X75mm 100X100mm with C Clamp & Grommet Mounting Base\", \"asin\": \"\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"VIVO Premium Aluminum Full Motion Dual Monitor Desk Mount Stand with Lift Engine Arm, Fits Ultrawide Screens up to 35 inches, STAND-V102BB\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"VIVO Dual Ultrawide Monitor Mount, Free-Standing Desk Stand for 2 Screens up to 38 Inches, Heavy-Duty Adjustable Arms, Max VESA 100x100mm, Black, STAND-V038F\", \"asin\": \"\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"MOUNTUP Dual Monitor Mount fits 17''-42'' Ultrawide Screen, Holds 6.6-33lbs, Dual Monitor Arm Desk Mount, Heavy Duty Gas Spring Monitor Stand for 2 Monitors, Vesa Mount with Clamp/Grommet Base\", \"asin\": \"\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"HUANUO Dual Monitor Mount up to 32 inches Screens, Taller Monitor Stand Hold 19.8lbs, Dual Monitor Arm Desk Mount Easy Adjustable with Tilt, Swivel, Rotation, VESA 75/100mm\", \"asin\": \"\", \"price\": \"$59.49\", \"quantity\": \"\"},\n{\"title\": \"VIVO Premium Aluminum Heavy Duty Dual Monitor Arm for Ultrawide Monitors up to 40 inches and 24 lbs Each, Desk Mount Stand, Pneumatic Height, Max VESA 100x100, Black, STAND-V202Q\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"HUANUO Single Monitor Arm for 40 inch Screens, Ultrawide Computer Monitor Mount Holds 26.48 lbs, Upgraded Adjustable Monitor Stand with USB, C-Clamp & Grommet Base, VESA 75x75 or 100x100mm\", \"asin\": \"\", \"price\": \"$74.99\", \"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\": \"2025-04-21T21:25:33.640Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.160Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.181Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:49.762Z", "action": "purchase", "action_argument": "B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG"}
{"timestamp": "2025-04-19T00:50:39.575Z", "action": "input", "action_argument": "ipad air "}
{"timestamp": "2025-04-19T00:50:39.693Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:50:46.220Z", "action": "click_product", "action_argument": "B0D3J7N642"}
{"timestamp": "2025-04-19T00:51:00.453Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T06:44:30.524Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T06:44:35.493Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T06:45:41.947Z", "action": "input", "action_argument": "ipad pro 13 s"}
{"timestamp": "2025-04-19T06:45:42.025Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-19T07:30:44.590Z", "action": "purchase", "action_argument": "B0DGL2M45W"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T21:20:58.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T21:21:00.778Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T21:22:03.399Z", "action": "click_product", "action_argument": "B07PCMWTSG"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "Amazon eGift Card - Blue Smile", "asin": "B07PBLL2VD", "price": "$20.00"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$22.60", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"promotion_items": [{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000-1AZNAS) \u2013 Approved for Today\u2019s Fastest Speeds - Works With all Cable Providers, Incl. Xfinity, Spectrum, Cox - Cable Plans up to 2.5Gbps", "asin": "", "price": "$299.99", "quantity": ""},
{"title": "Philips Hue Indoor 33 Ft Smart LED Solo lightstrip Base Kit - 1 Pack - Control with Hue App - Compatible with Alexa, Google Assistant and Apple HomeKit", "asin": "", "price": "$135.99", "quantity": ""},
{"title": "Inspired: How to Create Tech Products Customers Love (Silicon Valley Product Group)", "asin": "", "price": "$14.91", "quantity": ""},
{"title": "Universal Principles of UX: 100 Timeless Strategies to Create Positive Interactions between People and Technology (Volume 4) (Rockport Universal, 4)", "asin": "", "price": "", "quantity": ""},
{"title": "Design for a Better World: Meaningful, Sustainable, Humanity Centered", "asin": "", "price": "", "quantity": ""},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "", "price": "", "quantity": ""},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "", "price": "", "quantity": ""},
{"title": "Don't Make Me Think, Revisited: A Common Sense Approach to Web Usability (3rd Edition) (Voices That Matter)", "asin": "", "price": "", "quantity": ""},
{"title": "Hooked: How to Build Habit-Forming Products", "asin": "", "price": "", "quantity": ""},
{"title": "Uber eGift Card - Standard", "asin": "", "price": "$15.00", "quantity": ""},
{"title": "The Cheesecake eGift Card", "asin": "", "price": "$15.00", "quantity": ""},
{"title": "Torrid eGift Card", "asin": "", "price": "$15.00", "quantity": ""},
{"title": "$50 PlayStation Store Gift Card [Digital Code]", "asin": "", "price": "$50.00", "quantity": ""},
{"title": "$10 Xbox Gift Card [Digital Code]", "asin": "", "price": "$10.00", "quantity": ""},
{"title": "Apple iPad Air 13-inch (M2): Built for Apple Intelligence, Liquid Retina Display, 256GB, 12MP Front/Back Camera, Wi-Fi 6E + 5G Cellular, Touch ID, All-Day Battery Life \u2014 Blue", "asin": "", "price": "$944.00", "quantity": ""},
{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 256GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E, Face ID, All-Day Battery Life \u2014 Silver", "asin": "", "price": "$1,195.00", "quantity": ""},
{"title": "Apple iPad Pro 11-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 256GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E, Face ID, All-Day Battery Life \u2014 Space Black", "asin": "", "price": "$899.99", "quantity": ""},
{"title": "Apple iPad Air 13-inch with M3 chip Built for Apple Intelligence, Liquid Retina Display, 128GB, 12MP Front/Back Camera, Wi-Fi 6E, Touch ID, All-Day Battery Life \u2014 Space Gray", "asin": "", "price": "$754.00", "quantity": ""},
{"title": "Apple Magic Keyboard: iPad Keyboard and case for iPad Pro 12.9 inch (3rd, 4th, 5th and 6th gen) and iPad Air (M2), Great Typing Experience, Built-in trackpad, US English - Black", "asin": "", "price": "$349.00", "quantity": ""},
{"title": "Apple iPad Mini (A17 Pro): Apple Intelligence, 8.3-inch Liquid Retina Display, 128GB, Wi-Fi 6E, 12MP Front/12MP Back Camera, Touch ID, All-Day Battery Life \u2014 Space Gray", "asin": "", "price": "$489.00", "quantity": ""},
{"title": "ESR iPad Air 13 inch Case Keyboard (M3,2025/M2,2024), iPad Pro 12.9 inch Magic Keyboard, Easy-Set Floating Cantilever Stand, Precision Multi-Touch Trackpad, Rebound Series, Black\u3010NOT for Pro 13\u3011", "asin": "", "price": "$99.99", "quantity": ""},
{"title": "typecase Keyboard Case for iPad Pro 13-inch (M4) 2024,Magic Keyboard with 11 Colors Backlight for iPad Pro 13,Keyboard Case with Pencil Holder,Multi-Touch Trackpad, Easy-Set Magnetic Stand,Black", "asin": "", "price": "$104.49", "quantity": ""},
{"title": "Logitech Combo Touch iPad Air 13-inch (M2 & M3)(2024 & 2025) Keyboard Case - Detachable Backlit Keyboard with Kickstand, Comfortable Typing, Multi-use Mode - Midnight Black", "asin": "", "price": "$199.99", "quantity": ""},
{"title": "typecase Touch Case with Keyboard for iPad Pro 13-inch(M4, 2024), iPad Air 13-inch(M3, 2025/M2, 2024) & iPad Pro 12.9(6th/5th/4th/3rd Gen), Trackpad, 360\u00b0 Rotatable, 11-Colors Backlit, Space Black", "asin": "", "price": "$79.99", "quantity": ""},
{"title": "HOU Keyboard Case for iPad Pro 13 inch Case 2024 with Keyboard (M4), with Multi-Touch Trackpad, 7 Colors Backlight, Easy-Set Magnetic Stand Bluetooth-Black", "asin": "", "price": "$119.99", "quantity": ""},
{"title": "ESR iPad Pro 13 Inch Case with Keyboard (M4, 2024), iPad Pro 13 Keyboard Case with Easy-Set Magnetic Stand, Portrait/Raised Modes for iPad Pro 13 Keyboard, Removable Case, Rebound 360 Series, Black", "asin": "", "price": "$119.99", "quantity": ""},
{"title": "ZAGG Pro Keys 2 iPad Pro 13 (M4) Keyboard Case - Wireless Keyboard & Detachable Folio Case | Laptop-Style Backlit Keys, Multi-Pairing Bluetooth, 6.6 ft Drop Protection", "asin": "", "price": "$129.99", "quantity": ""},
{"title": "typecase Touch iPad 10th Generation Case with Keyboard (10.9\", 2022) & iPad 11th (A16, 2025) - 360\u00b0 Rotatable, 11-Color Backlight,Multi-Touch Trackpad, Thin & Light (Black)", "asin": "", "price": "$58.47", "quantity": ""},
{"title": "HUANUO Dual Monitor Stand for 13 to 40 inch, Premium Dual Monitor Mount with USB, Height Adjustable Monitor Stand for 2 Monitors, VESA Mount with Clamp/Grommet Base, Each Arm Hold up to 26.4lbs, Black", "asin": "", "price": "$126.99", "quantity": ""},
{"title": "EVEO Premium Dual Monitor Mount 14\"-35\u201d Dual Monitor Arm VESA Bracket Adjustable Height Gas Spring Dual Monitor Stand, Screen Full Motion Dual Monitor Arm-Computer Monitor Stand for 2 Screens - Black", "asin": "", "price": "$109.97", "quantity": ""},
{"title": "HUANUO Dual Monitor Stand - Full Adjustable Monitor Desk Mount Swivel Vesa Bracket with C Clamp, Grommet Mounting Base for 13 to 32 Inch Computer Screens - Each Arm Holds 4.4 to 19.8lbs", "asin": "", "price": "$49.99", "quantity": ""},
{"title": "Dual Monitor Desk Mount up to 35 inches Screens, Max 28.6lbs Each, Heavy Duty Ultrawide Monitor Arm,Full Motion Height Adjustable Gas Spring Monitor Stand for 2 Screens, VESA 75x75mm&100x100mm", "asin": "", "price": "$129.00", "quantity": ""},
{"title": "ErgoFocus Dual Monitor Mount for Screens up to 43\", Heavy Duty Ultrawide Dual Monitor Arm Holds Max 33lbs Each, Premium Gas Spring Adjustable Computer Monitor Stand for 2 Monitors, VESA Desk Mount", "asin": "", "price": "$129.99", "quantity": ""},
{"title": "VIVO Heavy Duty Dual Ultra-Wide Monitor Tension Arm for 45 inch Screens up to 44 lbs per Arm, Premium Desk Mount Monitor Stand for 2 Ultrawide Screens, Black, STAND-V200E", "asin": "", "price": "$109.99", "quantity": ""},
{"title": "HUANUO 13 to 40 Inch Dual Monitor Arm for 2 Ultrawide Screens, Height Adjustable Full Motion Stand with 2 USB Port, VESA 75/100mm Mount, Holds up to 26.4lbs per Arm, Black", "asin": "", "price": "$109.99", "quantity": ""},
{"title": "NearHub Dual Monitor Desk Mount for 13-32 Inch Computer Screen,Adjustable Gas Spring Monitor Arm,Each Arm Holds 4.4 to 22 lbs,VESA Bracket 75X75mm 100X100mm with C Clamp & Grommet Mounting Base", "asin": "", "price": "$62.99", "quantity": ""},
{"title": "VIVO Premium Aluminum Full Motion Dual Monitor Desk Mount Stand with Lift Engine Arm, Fits Ultrawide Screens up to 35 inches, STAND-V102BB", "asin": "", "price": "$89.99", "quantity": ""},
{"title": "VIVO Dual Ultrawide Monitor Mount, Free-Standing Desk Stand for 2 Screens up to 38 Inches, Heavy-Duty Adjustable Arms, Max VESA 100x100mm, Black, STAND-V038F", "asin": "", "price": "$59.99", "quantity": ""},
{"title": "MOUNTUP Dual Monitor Mount fits 17''-42'' Ultrawide Screen, Holds 6.6-33lbs, Dual Monitor Arm Desk Mount, Heavy Duty Gas Spring Monitor Stand for 2 Monitors, Vesa Mount with Clamp/Grommet Base", "asin": "", "price": "$119.99", "quantity": ""},
{"title": "HUANUO Dual Monitor Mount up to 32 inches Screens, Taller Monitor Stand Hold 19.8lbs, Dual Monitor Arm Desk Mount Easy Adjustable with Tilt, Swivel, Rotation, VESA 75/100mm", "asin": "", "price": "$59.49", "quantity": ""},
{"title": "VIVO Premium Aluminum Heavy Duty Dual Monitor Arm for Ultrawide Monitors up to 40 inches and 24 lbs Each, Desk Mount Stand, Pneumatic Height, Max VESA 100x100, Black, STAND-V202Q", "asin": "", "price": "$99.99", "quantity": ""},
{"title": "HUANUO Single Monitor Arm for 40 inch Screens, Ultrawide Computer Monitor Mount Holds 26.48 lbs, Upgraded Adjustable Monitor Stand with USB, C-Clamp & Grommet Base, VESA 75x75 or 100x100mm", "asin": "", "price": "$74.99", "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": "2025-04-21T21:25:33.640Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-21T21:25:33.640Z
|
click
|
other
|
rule
|
2025-04-21T21:25:33.640Z
|
click
|
other
|
train
| 398 |
2025-04-21T21:25:33.640Z
|
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": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.160Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.181Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:49.762Z", "action": "purchase", "action_argument": "B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG"}
{"timestamp": "2025-04-19T00:50:39.575Z", "action": "input", "action_argument": "ipad air "}
{"timestamp": "2025-04-19T00:50:39.693Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:50:46.220Z", "action": "click_product", "action_argument": "B0D3J7N642"}
{"timestamp": "2025-04-19T00:51:00.453Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T06:44:30.524Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T06:44:35.493Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T06:45:41.947Z", "action": "input", "action_argument": "ipad pro 13 s"}
{"timestamp": "2025-04-19T06:45:42.025Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-19T07:30:44.590Z", "action": "purchase", "action_argument": "B0DGL2M45W"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T21:20:58.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T21:21:00.778Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T21:22:03.399Z", "action": "click_product", "action_argument": "B07PCMWTSG"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "Amazon eGift Card - Blue Smile", "asin": "B07PBLL2VD", "price": "$20.00"},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$22.60", "quantity": "1"},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
"promotion_items": [{"title": "NETGEAR Nighthawk DOCSIS 3.1 Mid/high-Split Cable Modem (CM3000-1AZNAS) \u2013 Approved for Today\u2019s Fastest Speeds - Works With all Cable Providers, Incl. Xfinity, Spectrum, Cox - Cable Plans up to 2.5Gbps", "asin": "", "price": "$299.99", "quantity": ""},
{"title": "Philips Hue Indoor 33 Ft Smart LED Solo lightstrip Base Kit - 1 Pack - Control with Hue App - Compatible with Alexa, Google Assistant and Apple HomeKit", "asin": "", "price": "$135.99", "quantity": ""},
{"title": "Inspired: How to Create Tech Products Customers Love (Silicon Valley Product Group)", "asin": "", "price": "$14.91", "quantity": ""},
{"title": "Universal Principles of UX: 100 Timeless Strategies to Create Positive Interactions between People and Technology (Volume 4) (Rockport Universal, 4)", "asin": "", "price": "", "quantity": ""},
{"title": "Design for a Better World: Meaningful, Sustainable, Humanity Centered", "asin": "", "price": "", "quantity": ""},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "", "price": "", "quantity": ""},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "", "price": "", "quantity": ""},
{"title": "Don't Make Me Think, Revisited: A Common Sense Approach to Web Usability (3rd Edition) (Voices That Matter)", "asin": "", "price": "", "quantity": ""},
{"title": "Hooked: How to Build Habit-Forming Products", "asin": "", "price": "", "quantity": ""},
{"title": "Uber eGift Card - Standard", "asin": "", "price": "$15.00", "quantity": ""},
{"title": "The Cheesecake eGift Card", "asin": "", "price": "$15.00", "quantity": ""},
{"title": "Torrid eGift Card", "asin": "", "price": "$15.00", "quantity": ""},
{"title": "$50 PlayStation Store Gift Card [Digital Code]", "asin": "", "price": "$50.00", "quantity": ""},
{"title": "$10 Xbox Gift Card [Digital Code]", "asin": "", "price": "$10.00", "quantity": ""},
{"title": "Apple iPad Air 13-inch (M2): Built for Apple Intelligence, Liquid Retina Display, 256GB, 12MP Front/Back Camera, Wi-Fi 6E + 5G Cellular, Touch ID, All-Day Battery Life \u2014 Blue", "asin": "", "price": "$944.00", "quantity": ""},
{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 256GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E, Face ID, All-Day Battery Life \u2014 Silver", "asin": "", "price": "$1,195.00", "quantity": ""},
{"title": "Apple iPad Pro 11-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 256GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E, Face ID, All-Day Battery Life \u2014 Space Black", "asin": "", "price": "$899.99", "quantity": ""},
{"title": "Apple iPad Air 13-inch with M3 chip Built for Apple Intelligence, Liquid Retina Display, 128GB, 12MP Front/Back Camera, Wi-Fi 6E, Touch ID, All-Day Battery Life \u2014 Space Gray", "asin": "", "price": "$754.00", "quantity": ""},
{"title": "Apple Magic Keyboard: iPad Keyboard and case for iPad Pro 12.9 inch (3rd, 4th, 5th and 6th gen) and iPad Air (M2), Great Typing Experience, Built-in trackpad, US English - Black", "asin": "", "price": "$349.00", "quantity": ""},
{"title": "Apple iPad Mini (A17 Pro): Apple Intelligence, 8.3-inch Liquid Retina Display, 128GB, Wi-Fi 6E, 12MP Front/12MP Back Camera, Touch ID, All-Day Battery Life \u2014 Space Gray", "asin": "", "price": "$489.00", "quantity": ""},
{"title": "ESR iPad Air 13 inch Case Keyboard (M3,2025/M2,2024), iPad Pro 12.9 inch Magic Keyboard, Easy-Set Floating Cantilever Stand, Precision Multi-Touch Trackpad, Rebound Series, Black\u3010NOT for Pro 13\u3011", "asin": "", "price": "$99.99", "quantity": ""},
{"title": "typecase Keyboard Case for iPad Pro 13-inch (M4) 2024,Magic Keyboard with 11 Colors Backlight for iPad Pro 13,Keyboard Case with Pencil Holder,Multi-Touch Trackpad, Easy-Set Magnetic Stand,Black", "asin": "", "price": "$104.49", "quantity": ""},
{"title": "Logitech Combo Touch iPad Air 13-inch (M2 & M3)(2024 & 2025) Keyboard Case - Detachable Backlit Keyboard with Kickstand, Comfortable Typing, Multi-use Mode - Midnight Black", "asin": "", "price": "$199.99", "quantity": ""},
{"title": "typecase Touch Case with Keyboard for iPad Pro 13-inch(M4, 2024), iPad Air 13-inch(M3, 2025/M2, 2024) & iPad Pro 12.9(6th/5th/4th/3rd Gen), Trackpad, 360\u00b0 Rotatable, 11-Colors Backlit, Space Black", "asin": "", "price": "$79.99", "quantity": ""},
{"title": "HOU Keyboard Case for iPad Pro 13 inch Case 2024 with Keyboard (M4), with Multi-Touch Trackpad, 7 Colors Backlight, Easy-Set Magnetic Stand Bluetooth-Black", "asin": "", "price": "$119.99", "quantity": ""},
{"title": "ESR iPad Pro 13 Inch Case with Keyboard (M4, 2024), iPad Pro 13 Keyboard Case with Easy-Set Magnetic Stand, Portrait/Raised Modes for iPad Pro 13 Keyboard, Removable Case, Rebound 360 Series, Black", "asin": "", "price": "$119.99", "quantity": ""},
{"title": "ZAGG Pro Keys 2 iPad Pro 13 (M4) Keyboard Case - Wireless Keyboard & Detachable Folio Case | Laptop-Style Backlit Keys, Multi-Pairing Bluetooth, 6.6 ft Drop Protection", "asin": "", "price": "$129.99", "quantity": ""},
{"title": "typecase Touch iPad 10th Generation Case with Keyboard (10.9\", 2022) & iPad 11th (A16, 2025) - 360\u00b0 Rotatable, 11-Color Backlight,Multi-Touch Trackpad, Thin & Light (Black)", "asin": "", "price": "$58.47", "quantity": ""},
{"title": "HUANUO Dual Monitor Stand for 13 to 40 inch, Premium Dual Monitor Mount with USB, Height Adjustable Monitor Stand for 2 Monitors, VESA Mount with Clamp/Grommet Base, Each Arm Hold up to 26.4lbs, Black", "asin": "", "price": "$126.99", "quantity": ""},
{"title": "EVEO Premium Dual Monitor Mount 14\"-35\u201d Dual Monitor Arm VESA Bracket Adjustable Height Gas Spring Dual Monitor Stand, Screen Full Motion Dual Monitor Arm-Computer Monitor Stand for 2 Screens - Black", "asin": "", "price": "$109.97", "quantity": ""},
{"title": "HUANUO Dual Monitor Stand - Full Adjustable Monitor Desk Mount Swivel Vesa Bracket with C Clamp, Grommet Mounting Base for 13 to 32 Inch Computer Screens - Each Arm Holds 4.4 to 19.8lbs", "asin": "", "price": "$49.99", "quantity": ""},
{"title": "Dual Monitor Desk Mount up to 35 inches Screens, Max 28.6lbs Each, Heavy Duty Ultrawide Monitor Arm,Full Motion Height Adjustable Gas Spring Monitor Stand for 2 Screens, VESA 75x75mm&100x100mm", "asin": "", "price": "$129.00", "quantity": ""},
{"title": "ErgoFocus Dual Monitor Mount for Screens up to 43\", Heavy Duty Ultrawide Dual Monitor Arm Holds Max 33lbs Each, Premium Gas Spring Adjustable Computer Monitor Stand for 2 Monitors, VESA Desk Mount", "asin": "", "price": "$129.99", "quantity": ""},
{"title": "VIVO Heavy Duty Dual Ultra-Wide Monitor Tension Arm for 45 inch Screens up to 44 lbs per Arm, Premium Desk Mount Monitor Stand for 2 Ultrawide Screens, Black, STAND-V200E", "asin": "", "price": "$109.99", "quantity": ""},
{"title": "HUANUO 13 to 40 Inch Dual Monitor Arm for 2 Ultrawide Screens, Height Adjustable Full Motion Stand with 2 USB Port, VESA 75/100mm Mount, Holds up to 26.4lbs per Arm, Black", "asin": "", "price": "$109.99", "quantity": ""},
{"title": "NearHub Dual Monitor Desk Mount for 13-32 Inch Computer Screen,Adjustable Gas Spring Monitor Arm,Each Arm Holds 4.4 to 22 lbs,VESA Bracket 75X75mm 100X100mm with C Clamp & Grommet Mounting Base", "asin": "", "price": "$62.99", "quantity": ""},
{"title": "VIVO Premium Aluminum Full Motion Dual Monitor Desk Mount Stand with Lift Engine Arm, Fits Ultrawide Screens up to 35 inches, STAND-V102BB", "asin": "", "price": "$89.99", "quantity": ""},
{"title": "VIVO Dual Ultrawide Monitor Mount, Free-Standing Desk Stand for 2 Screens up to 38 Inches, Heavy-Duty Adjustable Arms, Max VESA 100x100mm, Black, STAND-V038F", "asin": "", "price": "$59.99", "quantity": ""},
{"title": "MOUNTUP Dual Monitor Mount fits 17''-42'' Ultrawide Screen, Holds 6.6-33lbs, Dual Monitor Arm Desk Mount, Heavy Duty Gas Spring Monitor Stand for 2 Monitors, Vesa Mount with Clamp/Grommet Base", "asin": "", "price": "$119.99", "quantity": ""},
{"title": "HUANUO Dual Monitor Mount up to 32 inches Screens, Taller Monitor Stand Hold 19.8lbs, Dual Monitor Arm Desk Mount Easy Adjustable with Tilt, Swivel, Rotation, VESA 75/100mm", "asin": "", "price": "$59.49", "quantity": ""},
{"title": "VIVO Premium Aluminum Heavy Duty Dual Monitor Arm for Ultrawide Monitors up to 40 inches and 24 lbs Each, Desk Mount Stand, Pneumatic Height, Max VESA 100x100, Black, STAND-V202Q", "asin": "", "price": "$99.99", "quantity": ""},
{"title": "HUANUO Single Monitor Arm for 40 inch Screens, Ultrawide Computer Monitor Mount Holds 26.48 lbs, Upgraded Adjustable Monitor Stand with USB, C-Clamp & Grommet Base, VESA 75x75 or 100x100mm", "asin": "", "price": "$74.99", "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": "2025-04-21T21:25:33.640Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T22:32:07.725Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T22:48:36.970Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-13T23:00:23.623Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK7Q5SCN\"}\n{\"timestamp\": \"2025-04-13T23:00:41.275Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:08:22.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T23:17:24.979Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T23:18:20.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:24.655Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-13T23:18:26.716Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:44:05.237Z\", \"action\": \"input\", \"action_argument\": \"pain relief patch\"}\n{\"timestamp\": \"2025-04-19T00:44:05.364Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:46:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T00:46:04.043Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:14.711Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:35.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T00:46:50.315Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:50.571Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:46:52.518Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:48:38.279Z\", \"action\": \"purchase\", \"action_argument\": \"B00HA84YXE\"}\n{\"timestamp\": \"2025-04-19T00:49:28.516Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:29.261Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-19T00:49:32.189Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75\"}\n{\"timestamp\": \"2025-04-19T00:49:34.785Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T00:49:37.187Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:38.870Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.065Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:41.085Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:43.954Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:43.972Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:47.160Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:47.181Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-19T00:49:49.762Z\", \"action\": \"purchase\", \"action_argument\": \"B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG\"}\n{\"timestamp\": \"2025-04-19T00:50:39.575Z\", \"action\": \"input\", \"action_argument\": \"ipad air \"}\n{\"timestamp\": \"2025-04-19T00:50:39.693Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T00:50:46.220Z\", \"action\": \"click_product\", \"action_argument\": \"B0D3J7N642\"}\n{\"timestamp\": \"2025-04-19T00:51:00.453Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T06:44:30.524Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T06:44:35.493Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T06:45:41.947Z\", \"action\": \"input\", \"action_argument\": \"ipad pro 13 s\"}\n{\"timestamp\": \"2025-04-19T06:45:42.025Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-19T07:30:44.590Z\", \"action\": \"purchase\", \"action_argument\": \"B0DGL2M45W\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T21:20:58.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T21:21:00.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T21:22:03.399Z\", \"action\": \"click_product\", \"action_argument\": \"B07PCMWTSG\"}\n{\"timestamp\": \"2025-04-21T21:25:33.640Z\", \"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\": \"DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming\", \"asin\": \"/promo/A1OYPDJREBQEZJ\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR 5-Port Gigabit Ethernet Unmanaged Essentials Switch (GS305) - Home Network Hub, Office Ethernet Splitter, Plug-and-Play, Silent Operation, Desktop or Wall Mount\", \"asin\": \"B07S98YLHM\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Cat 8 Ethernet Cable, 1.5Ft 3Ft 6Ft 10Ft 15Ft 20Ft 30Ft 40Ft 50Ft 60Ft 100Ft Heavy Duty High Speed Internet Network Cable, Professional LAN Cable Shielded in Wall, Indoor&Outdoor\", \"asin\": \"B08PL53JG3\", \"price\": \"$3.99\", \"quantity\": \"\"},\n{\"title\": \"Cat 8 Ethernet Cable, 1.5Ft 3Ft 6Ft 10Ft 15Ft 20Ft 30Ft 40Ft 50Ft 60Ft 100Ft Heavy Duty High Speed Internet Network Cable, Professional LAN Cable Shielded in Wall, Indoor&Outdoor\", \"asin\": \"/promo/A1L9JYQ6GLARIQ\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Vabogu Cat 8 Ethernet Cable, 3ft Heavy Duty High Speed Internet Network Cable, 26AWG, 2000Mhz 40Gbps with Gold Plated RJ45 Connectors, Shielded for Indoor & Outdoor Use\", \"asin\": \"/promo/A1EAJE948T04IM\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Hot Wheels City Ultimate Garage Track Set with 2 Die-Cast Toy Cars & Car-Eating Dragon, Stores 50+ Vehicles, 4 Levels\", \"asin\": \"B0BN15NTGG\", \"price\": \"$77.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR 5-Port Gigabit Ethernet Unmanaged Switch (GS105NA) - Desktop or Wall Mount, and Limited Lifetime Protection Gray\", \"asin\": \"B0000BVYT3\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"NETGEAR 16-Port Gigabit Ethernet Unmanaged Switch (GS116NA) - Desktop or Wall Mount, and Limited Lifetime Protection\", \"asin\": \"B00023DRLO\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"Zugu Case for iPad Pro 13 (M4) 2024, Slim Protective Cover with Apple Pencil Holder, Auto Wake/Sleep, Multiple Viewing Angles, iPad Pro 13 Inch Cover, Phone Protectors, Black\", \"asin\": \"B0D438GCD1\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"MagicWater Supply - 2 LB - Kraft - Crinkle Cut Paper Shred Filler great for Gift Wrapping, Basket Filling, Birthdays, Weddings, Anniversaries\", \"asin\": \"B07F6D6DKV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 256GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E, Face ID, All-Day Battery Life \\u2014 Space Black\", \"asin\": \"B0D3J98W75\", \"price\": \"$1,199.99\", \"quantity\": \"\"},\n{\"title\": \"ESR iPad Pro 13 Inch Case with Keyboard (M4, 2024), iPad Pro 13 Keyboard Case with Easy-Set Magnetic Stand, Portrait/Raised Modes for iPad Pro 13 Keyboard, Removable Case, Rebound 360 Series, Black\", \"asin\": \"B0CTGWZ3DL\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"1.4 Inch Mini Clothes Pins for Photo, 130 Pcs Small Clothes Pins, Wooden Clothespins for Baby Shower, Party, Crafts DIY Project\", \"asin\": \"B0C6KFYWKK\", \"price\": \"$5.98\", \"quantity\": \"\"},\n{\"title\": \"Juvale 100-Pack Brown 3x3x3 Gift Boxes with Lids for Candles, Ornaments, Crafts, Party Favors, Cupcakes, Holiday, Birthday, Baby Shower, Bridesmaid and Groomsmen Proposal, Easy Assemble\", \"asin\": \"B07CV7Y8JD\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Amazon eGift Card - Blue Smile\", \"asin\": \"B07PBLL2VD\", \"selected\": true, \"options\": []},\n{\"title\": \"NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices\", \"asin\": \"B08R58D9FH\", \"delivery\": \"Two-Day FREE pickup Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"WiFi 6E, 10.8Gbps\"}]},\n{\"title\": \"NETGEAR Nighthawk WiFi 7 Router (BE9300) \\u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0\", \"asin\": \"B0DK7Q5SCN\", \"delivery\": \"Two-Day FREE pickup Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"(NEW) WiFi 7, 9.3Gbps\"}]},\n{\"title\": \"The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution\", \"asin\": \"0262640414\", \"delivery\": \"Two-Day FREE pickup Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Scenario-Based Design: Envisioning Work and Technology in System Development\", \"asin\": \"0471076597\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Things That Make Us Smart (William Patrick Book)\", \"asin\": \"0201626950\", \"delivery\": \"Two-Day FREE pickup Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Participatory Design: Principles and Practices\", \"asin\": \"0805809511\", \"delivery\": \"FREE pickup Fri, Apr 25 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)\", \"asin\": \"0262031639\", \"delivery\": \"FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Computer-Supported Cooperative Work: A Book of Readings\", \"asin\": \"0934613575\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"User Centered System Design: New Perspectives on Human-computer Interaction\", \"asin\": \"0898598729\", \"delivery\": \"Two-Day FREE pickup Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"052167588X\", \"delivery\": \"Two-Day FREE pickup Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Human Use Of Human Beings\", \"asin\": \"0306803208\", \"delivery\": \"Two-Day FREE pickup Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Emotional Design: Why We Love (or Hate) Everyday Things\", \"asin\": \"0465051367\", \"delivery\": \"Two-Day FREE pickup Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Design of Everyday Things: Revised and Expanded Edition\", \"asin\": \"0465050654\", \"delivery\": \"Two-Day FREE pickup Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []}],\n\"saved_items\": [{\"title\": \"HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A\", \"asin\": \"B09PY33NHB\", \"options\": [{\"Color\": \"Blue\"}]},\n{\"asin\": \"B09PY33NHB\", \"options\": []},\n{\"title\": \"Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)\", \"asin\": \"0521337399\", \"options\": []},\n{\"title\": \"The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback\", \"asin\": \"B00ZT21NMI\", \"options\": []},\n{\"title\": \"Software psychology: Human factors in computer and information systems (Winthrop computer systems series)\", \"asin\": \"0876268165\", \"options\": []},\n{\"title\": \"Outdoor Research Men's Sureshot Pro Gloves, Black, L\", \"asin\": \"B0CBLBPX5P\", \"options\": []},\n{\"title\": \"Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)\", \"asin\": \"B01M1L2NRL\", \"options\": [{\"Style\": \"T300RS GT Racing Wheel\"}]},\n{\"title\": \"CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)\", \"asin\": \"B011ANDC78\", \"options\": [{\"Size\": \"16 Fl Oz (Pack of 2)\"}]},\n{\"title\": \"CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)\", \"asin\": \"B0949SFXBD\", \"options\": [{\"Style\": \"Tool Only\"}, {\"Pattern Name\": \"Blower\"}]},\n{\"title\": \"Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes\", \"asin\": \"B019V1PW5G\", \"options\": [{\"Color\": \"Titanium\"}, {\"Size\": \"1\"}]},\n{\"title\": \"Giro Isode MIPS Cycling Helmet - Men's Matte White\", \"asin\": \"B07HQ6GKWB\", \"price\": \"$49.95\", \"options\": [{\"Color\": \"Matte White\"}, {\"Size\": \"Universal Adult\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T21:26:03.445Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.160Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.181Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:49.762Z", "action": "purchase", "action_argument": "B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG"}
{"timestamp": "2025-04-19T00:50:39.575Z", "action": "input", "action_argument": "ipad air "}
{"timestamp": "2025-04-19T00:50:39.693Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:50:46.220Z", "action": "click_product", "action_argument": "B0D3J7N642"}
{"timestamp": "2025-04-19T00:51:00.453Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T06:44:30.524Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T06:44:35.493Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T06:45:41.947Z", "action": "input", "action_argument": "ipad pro 13 s"}
{"timestamp": "2025-04-19T06:45:42.025Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-19T07:30:44.590Z", "action": "purchase", "action_argument": "B0DGL2M45W"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T21:20:58.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T21:21:00.778Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T21:22:03.399Z", "action": "click_product", "action_argument": "B07PCMWTSG"}
{"timestamp": "2025-04-21T21:25:33.640Z", "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": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "/promo/A1OYPDJREBQEZJ", "price": "$6.99", "quantity": ""},
{"title": "NETGEAR 5-Port Gigabit Ethernet Unmanaged Essentials Switch (GS305) - Home Network Hub, Office Ethernet Splitter, Plug-and-Play, Silent Operation, Desktop or Wall Mount", "asin": "B07S98YLHM", "price": "$13.99", "quantity": ""},
{"title": "Cat 8 Ethernet Cable, 1.5Ft 3Ft 6Ft 10Ft 15Ft 20Ft 30Ft 40Ft 50Ft 60Ft 100Ft Heavy Duty High Speed Internet Network Cable, Professional LAN Cable Shielded in Wall, Indoor&Outdoor", "asin": "B08PL53JG3", "price": "$3.99", "quantity": ""},
{"title": "Cat 8 Ethernet Cable, 1.5Ft 3Ft 6Ft 10Ft 15Ft 20Ft 30Ft 40Ft 50Ft 60Ft 100Ft Heavy Duty High Speed Internet Network Cable, Professional LAN Cable Shielded in Wall, Indoor&Outdoor", "asin": "/promo/A1L9JYQ6GLARIQ", "price": "$8.99", "quantity": ""},
{"title": "Vabogu Cat 8 Ethernet Cable, 3ft Heavy Duty High Speed Internet Network Cable, 26AWG, 2000Mhz 40Gbps with Gold Plated RJ45 Connectors, Shielded for Indoor & Outdoor Use", "asin": "/promo/A1EAJE948T04IM", "price": "$6.99", "quantity": ""},
{"title": "Hot Wheels City Ultimate Garage Track Set with 2 Die-Cast Toy Cars & Car-Eating Dragon, Stores 50+ Vehicles, 4 Levels", "asin": "B0BN15NTGG", "price": "$77.99", "quantity": ""},
{"title": "NETGEAR 5-Port Gigabit Ethernet Unmanaged Switch (GS105NA) - Desktop or Wall Mount, and Limited Lifetime Protection Gray", "asin": "B0000BVYT3", "price": "$34.99", "quantity": ""},
{"title": "NETGEAR 16-Port Gigabit Ethernet Unmanaged Switch (GS116NA) - Desktop or Wall Mount, and Limited Lifetime Protection", "asin": "B00023DRLO", "price": "$84.99", "quantity": ""},
{"title": "Zugu Case for iPad Pro 13 (M4) 2024, Slim Protective Cover with Apple Pencil Holder, Auto Wake/Sleep, Multiple Viewing Angles, iPad Pro 13 Inch Cover, Phone Protectors, Black", "asin": "B0D438GCD1", "price": "$79.99", "quantity": ""},
{"title": "MagicWater Supply - 2 LB - Kraft - Crinkle Cut Paper Shred Filler great for Gift Wrapping, Basket Filling, Birthdays, Weddings, Anniversaries", "asin": "B07F6D6DKV", "price": "$19.99", "quantity": ""},
{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 256GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E, Face ID, All-Day Battery Life \u2014 Space Black", "asin": "B0D3J98W75", "price": "$1,199.99", "quantity": ""},
{"title": "ESR iPad Pro 13 Inch Case with Keyboard (M4, 2024), iPad Pro 13 Keyboard Case with Easy-Set Magnetic Stand, Portrait/Raised Modes for iPad Pro 13 Keyboard, Removable Case, Rebound 360 Series, Black", "asin": "B0CTGWZ3DL", "price": "$119.99", "quantity": ""},
{"title": "1.4 Inch Mini Clothes Pins for Photo, 130 Pcs Small Clothes Pins, Wooden Clothespins for Baby Shower, Party, Crafts DIY Project", "asin": "B0C6KFYWKK", "price": "$5.98", "quantity": ""},
{"title": "Juvale 100-Pack Brown 3x3x3 Gift Boxes with Lids for Candles, Ornaments, Crafts, Party Favors, Cupcakes, Holiday, Birthday, Baby Shower, Bridesmaid and Groomsmen Proposal, Easy Assemble", "asin": "B07CV7Y8JD", "price": "$19.99", "quantity": ""}],
"active_items": [{"title": "Amazon eGift Card - Blue Smile", "asin": "B07PBLL2VD", "selected": true, "options": []},
{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "delivery": "Two-Day FREE pickup Wed, Apr 23 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, 10.8Gbps"}]},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "delivery": "Two-Day FREE pickup Wed, Apr 23 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "(NEW) WiFi 7, 9.3Gbps"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE pickup Wed, Apr 23 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE pickup Wed, Apr 23 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "FREE pickup Fri, Apr 25 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE pickup Wed, Apr 23 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE pickup Wed, Apr 23 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE pickup Wed, Apr 23 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "Two-Day FREE pickup Wed, Apr 23 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "delivery": "Two-Day FREE pickup Wed, Apr 23 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "HOSPAN Collapsible Foot Spa Electric Rotary Massage, Foot Bath with Heat, Bubble, Remote, and 24 Motorized Shiatsu Massage Balls. Pedicure Foot Spa for Feet Stress Relief - FS02A", "asin": "B09PY33NHB", "options": [{"Color": "Blue"}]},
{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "price": "$49.95", "options": [{"Color": "Matte White"}, {"Size": "Universal Adult"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T21:26:03.445Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-21T21:26:03.445Z
|
purchase
|
B07PBLL2VD
|
rule
|
2025-04-21T21:26:03.445Z
|
purchase
|
B07PBLL2VD
|
train
| 399 |
2025-04-21T21:26:03.445Z
|
purchase
|
B07PBLL2VD
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
{"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
{"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
{"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
{"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.160Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:47.181Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-19T00:49:49.762Z", "action": "purchase", "action_argument": "B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG"}
{"timestamp": "2025-04-19T00:50:39.575Z", "action": "input", "action_argument": "ipad air "}
{"timestamp": "2025-04-19T00:50:39.693Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T00:50:46.220Z", "action": "click_product", "action_argument": "B0D3J7N642"}
{"timestamp": "2025-04-19T00:51:00.453Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T06:44:30.524Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T06:44:35.493Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T06:45:41.947Z", "action": "input", "action_argument": "ipad pro 13 s"}
{"timestamp": "2025-04-19T06:45:42.025Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-19T07:30:44.590Z", "action": "purchase", "action_argument": "B0DGL2M45W"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T21:20:58.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T21:21:00.778Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T21:22:03.399Z", "action": "click_product", "action_argument": "B07PCMWTSG"}
{"timestamp": "2025-04-21T21:25:33.640Z", "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": "DbillionDa Cat8 Ethernet Cable, Outdoor&Indoor, 6FT Heavy Duty High Speed 26AWG, 2000Mhz with Gold Plated RJ45 Connector, Weatherproof F/FTP UV Resistant for Router, Modem, PC, Gaming", "asin": "/promo/A1OYPDJREBQEZJ", "price": "$6.99", "quantity": ""},
{"title": "NETGEAR 5-Port Gigabit Ethernet Unmanaged Essentials Switch (GS305) - Home Network Hub, Office Ethernet Splitter, Plug-and-Play, Silent Operation, Desktop or Wall Mount", "asin": "B07S98YLHM", "price": "$13.99", "quantity": ""},
{"title": "Cat 8 Ethernet Cable, 1.5Ft 3Ft 6Ft 10Ft 15Ft 20Ft 30Ft 40Ft 50Ft 60Ft 100Ft Heavy Duty High Speed Internet Network Cable, Professional LAN Cable Shielded in Wall, Indoor&Outdoor", "asin": "B08PL53JG3", "price": "$3.99", "quantity": ""},
{"title": "Cat 8 Ethernet Cable, 1.5Ft 3Ft 6Ft 10Ft 15Ft 20Ft 30Ft 40Ft 50Ft 60Ft 100Ft Heavy Duty High Speed Internet Network Cable, Professional LAN Cable Shielded in Wall, Indoor&Outdoor", "asin": "/promo/A1L9JYQ6GLARIQ", "price": "$8.99", "quantity": ""},
{"title": "Vabogu Cat 8 Ethernet Cable, 3ft Heavy Duty High Speed Internet Network Cable, 26AWG, 2000Mhz 40Gbps with Gold Plated RJ45 Connectors, Shielded for Indoor & Outdoor Use", "asin": "/promo/A1EAJE948T04IM", "price": "$6.99", "quantity": ""},
{"title": "Hot Wheels City Ultimate Garage Track Set with 2 Die-Cast Toy Cars & Car-Eating Dragon, Stores 50+ Vehicles, 4 Levels", "asin": "B0BN15NTGG", "price": "$77.99", "quantity": ""},
{"title": "NETGEAR 5-Port Gigabit Ethernet Unmanaged Switch (GS105NA) - Desktop or Wall Mount, and Limited Lifetime Protection Gray", "asin": "B0000BVYT3", "price": "$34.99", "quantity": ""},
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{"title": "MagicWater Supply - 2 LB - Kraft - Crinkle Cut Paper Shred Filler great for Gift Wrapping, Basket Filling, Birthdays, Weddings, Anniversaries", "asin": "B07F6D6DKV", "price": "$19.99", "quantity": ""},
{"title": "Apple iPad Pro 13-Inch (M4): Built for Apple Intelligence, Ultra Retina XDR Display, 256GB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 6E, Face ID, All-Day Battery Life \u2014 Space Black", "asin": "B0D3J98W75", "price": "$1,199.99", "quantity": ""},
{"title": "ESR iPad Pro 13 Inch Case with Keyboard (M4, 2024), iPad Pro 13 Keyboard Case with Easy-Set Magnetic Stand, Portrait/Raised Modes for iPad Pro 13 Keyboard, Removable Case, Rebound 360 Series, Black", "asin": "B0CTGWZ3DL", "price": "$119.99", "quantity": ""},
{"title": "1.4 Inch Mini Clothes Pins for Photo, 130 Pcs Small Clothes Pins, Wooden Clothespins for Baby Shower, Party, Crafts DIY Project", "asin": "B0C6KFYWKK", "price": "$5.98", "quantity": ""},
{"title": "Juvale 100-Pack Brown 3x3x3 Gift Boxes with Lids for Candles, Ornaments, Crafts, Party Favors, Cupcakes, Holiday, Birthday, Baby Shower, Bridesmaid and Groomsmen Proposal, Easy Assemble", "asin": "B07CV7Y8JD", "price": "$19.99", "quantity": ""}],
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{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "delivery": "Two-Day FREE pickup Wed, Apr 23 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "WiFi 6E, 10.8Gbps"}]},
{"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "delivery": "Two-Day FREE pickup Wed, Apr 23 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "(NEW) WiFi 7, 9.3Gbps"}]},
{"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "delivery": "Two-Day FREE pickup Wed, Apr 23 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "quantity": "1", "selected": false, "options": []},
{"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "delivery": "Two-Day FREE pickup Wed, Apr 23 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "delivery": "FREE pickup Fri, Apr 25 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "delivery": "FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "quantity": "1", "selected": false, "options": []},
{"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "delivery": "Two-Day FREE pickup Wed, Apr 23 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "delivery": "Two-Day FREE pickup Wed, Apr 23 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Human Use Of Human Beings", "asin": "0306803208", "delivery": "Two-Day FREE pickup Wed, Apr 23 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "delivery": "Two-Day FREE pickup Wed, Apr 23 FREE Returns", "quantity": "1", "selected": false, "options": []},
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{"asin": "B09PY33NHB", "options": []},
{"title": "Plans and Situated Actions: The Problem of Human-Machine Communication (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "0521337399", "options": []},
{"title": "The Psychology of Human-Computer Interaction by Stuart K. Card, Thomas P. Moran, Allen Newell (1986) Paperback", "asin": "B00ZT21NMI", "options": []},
{"title": "Software psychology: Human factors in computer and information systems (Winthrop computer systems series)", "asin": "0876268165", "options": []},
{"title": "Outdoor Research Men's Sureshot Pro Gloves, Black, L", "asin": "B0CBLBPX5P", "options": []},
{"title": "Thrustmaster T300RS Force Feedback GT Racing Wheel (compatible w/ PS5, PS5 Pro, PS4 & PC)", "asin": "B01M1L2NRL", "options": [{"Style": "T300RS GT Racing Wheel"}]},
{"title": "CleanSmart Toy Disinfectant Spray Kills 99.9% of Viruses and Bacteria, Rinse Free, 16 oz Bottle, (Pack of 2)", "asin": "B011ANDC78", "options": [{"Size": "16 Fl Oz (Pack of 2)"}]},
{"title": "CRAFTSMAN V20 Cordless Leaf Blower, Hard Surface Blower, Bare Tool Only (CMCBL710B)", "asin": "B0949SFXBD", "options": [{"Style": "Tool Only"}, {"Pattern Name": "Blower"}]},
{"title": "Pro Bike Tool Mini Bike Pump Fits Presta and Schrader - High Pressure PSI - Reliable, Compact & Light - Performance - Bicycle Tire Pump for Road, Mountain and BMX Bikes", "asin": "B019V1PW5G", "options": [{"Color": "Titanium"}, {"Size": "1"}]},
{"title": "Giro Isode MIPS Cycling Helmet - Men's Matte White", "asin": "B07HQ6GKWB", "price": "$49.95", "options": [{"Color": "Matte White"}, {"Size": "Universal Adult"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T21:26:03.445Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
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