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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\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"Pendant for men, silver, plain\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"HZMAN\\nMens High Polishing Stainless Steel Dog Tag Pendant Necklace 22+2 Inch Link Chain\", \"asin\": \"B01LYMU8ON\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Fiusem\\nCross Necklace for Men, Mens Cross Necklaces with 2.5mm Rope Chain, Stainless Steel Pendant Chain 16-28 Inch\", \"asin\": \"B0CLGXKJCN\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"FaithHeart\\nBraided Leather 2MM/3MM Necklace Cord for Men with Stainless Steel Snap Clasp, Waterproof Woven Wax Rope Chain for Pendant with Delicate Gift Box\", \"asin\": \"B07M5JSFW5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Monily\\nSquare Rolo Chain Necklace Stainless Steel Round Box Necklace for Men & Women\", \"asin\": \"B075GNKZ4Y\", \"price\": \"$11.98\", \"quantity\": \"\"},\n{\"title\": \"LOFITOR\\n925 Sterling Silver Cross Necklace for Men Women with 3MM Stainless Steel Strong Durable Wheat Chain 18K White Gold Plated Beveled Edge Crucifix Pendant Necklace Jewelry Present 16-28 Inches\", \"asin\": \"B0CFR1VQFF\", \"price\": \"$27.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"CaptainSteeL Cross Necklace for Men - Stainless Steel Silver/Gold Plain Cross Pendant Necklace Simple Jewelry Gifts, 24 Inches 3:1 Figaro Link Chain 4/5/6mm Width\", \"asin\": \"B08DTRZQCW\"}],\n\"search_results\": [{\"title\": \"Men's Stainless Steel Engraveable Dog Tag Pendant Necklace\", \"asin\": \"B09Q75Q99D\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Personalized Custom Message Necklace 925 Sterling Silver Round/Heart/Dog Tag Pendant with 18 Inches Chain, Valentine's Day Birthday Gift for Men Women\", \"asin\": \"B087MC1HW6\", \"price\": \"$31.99\", \"delivery\": \"$3.99 delivery Apr 15 - 21\"},\n{\"title\": \"Men's Engraving-Stainless Steel Dog Tag Pendant Necklace with Cubic Zirconia Stone\", \"asin\": \"B07ZK6DGK8\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Compass Necklace for Men Women, Stainless Steel Necklace with Compass Coin Pendant, Gold Silver Mens Necklace Gift Ideal\", \"asin\": \"B0D4QMYFD5\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"S925 Necklace Birthstone Compass Gift for Women Jewelry Sterling Silver Necklace for Wife Wedding Anniversary Girlfriend Birthday Gifts for Her Valentines Day Mom Mothers Day\", \"asin\": \"B0DBQDWFLX\", \"price\": \"$52.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Compass Necklace for Women Men Nautical Pendant Jewelry Gift for Adventurers Compass Jewelry\", \"asin\": \"B0DBTGS4W4\", \"price\": \"$36.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women, 5MM Durable Stainless Steel Diamond Cut Cuban Link Curb Chain with Silver Cross Pendant, Mens Cross Crucifix Necklaces Jewelry 16-30 Inches\", \"asin\": \"B0DLVPKFK2\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Medium Fish Hook Silver Pendant \\u2013 Premium Sterling Silver Jewelry Hooks \\u2013 Superb Realistic Design \\u2013 Modern and Unique \\u2013 Ideal Present Choice for Men and Women\", \"asin\": \"B004ZB9470\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 19 - 23 for Prime members\"},\n{\"title\": \"925 Sterling Silver Saint Michael The Archangel White Cubic Zirconia Accented 1\\u201d Medal Pendant Necklace with Rolo Chain and Pendant only\", \"asin\": \"B074MJWN5J\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Minimalist Stainless Steel and Solid Onyx Inlay Pendant | 21 Inch Rolo Chain | Design-Led Artisan Jewelry, from London\", \"asin\": \"B0D1VRRBKL\", \"price\": \"$44.95\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Mens High Polishing Stainless Steel Dog Tag Pendant Necklace 22+2 Inch Link Chain\", \"asin\": \"B01LYMU8ON\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Large Personalized Engravable Military Army Dog Tag Pendant Necklace for Men Polished Silver Tone Stainless Steel Beveled Edge with Bead Ball Chain 24 Inch\", \"asin\": \"B00CXYYDZO\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Compass Necklace for Men, Stainless Steel Pendant Necklace, Adjustable Chain, Unique Navigator Design, Perfect Gift for Adventure Lovers\", \"asin\": \"B0DPCSGMY1\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry\", \"asin\": \"B09YNCRJ6J\", \"price\": \"$15.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Sacred Symbolism: Embrace Faith with Claddagh Gold Sterling Silver Cross Pendant - Choose Your Perfect Size (S-L)\", \"asin\": \"B07MJM6F51\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"COSUMOSU 1.41inch 925 Sterling Silver Cross Pendant Religious Gifts\", \"asin\": \"B0CCSVJPW4\", \"price\": \"$27.88\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Crucifix Cross Necklace 18K Gold Plated Cross Pendant with 3mm 22\\\" Rope Chain for Men Women\", \"asin\": \"B0C232HLXG\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Italian 5mm Diamond-Cut Figaro Link Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07QGKQC65\", \"price\": \"$37.90\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Personalized Tungsten Carbide Solid Polished Dog Tag Pendant Necklace with Lab Grown Diamond - Custom Engravable, Durable and Stylish Jewelry with 24 Inch Chain\", \"asin\": \"B08XMSNM1K\", \"price\": \"$99.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Initial Pendant Charm \\u2013 Personalized Alphabet Letter Jewelry in 0.80mm or 0.55mm Block Font\", \"asin\": \"B07H5TC3WM\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Compass Pendant Necklace for Men, Gold Silver Stainless Steel Mens Compass Necklaces, Stylish Jewelry Gift for Men Him Her\", \"asin\": \"B0CD3LBZ3C\", \"price\": \"$24.79\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Compass Medallion Charm Pendant\", \"asin\": \"B071H83H9K\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Galis Mens Necklace - Premium Stainless Steel for Men, Non Tarnish with Triangle Black Enamel Pendant, Chain Pendants, Stylish - Gifts for Him 24\\\"\", \"asin\": \"B07QP9GPNF\", \"price\": \"$21.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Italian 925 Sterling Silver Solid 2mm Round Box Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B0BSXJY659\", \"price\": \"$36.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Crucifix Necklace, Jesus Cross Necklace for Men, Christian Jewelry for Men Women, Protection Amulet Pendant\", \"asin\": \"B0DDBK84BH\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Bible Verse Necklaces for Men Women Stainless Steel/18K Gold Plated Prayer Hands Coin Medal Pendant Necklace Christan Jewlery Gift (22-26Inch)\", \"asin\": \"B07L2TBDYR\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Stainless Steel Engravable Dog Tag Pendant with Box Chain Necklace\", \"asin\": \"B0BHM9MCMK\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Custom Name Necklace Personalized 3D Engraved Bar 18K Gold Plated Customized Name Jewelry with Adjustable Chain Charm Birthday Gifts for Women Men\", \"asin\": \"B07HYXKHJS\", \"price\": \"$12.99\", \"delivery\": \"$4.99 delivery Apr 16 - 21\"},\n{\"title\": \"Stainless Steel Men's Engravable Dog Tag Pendant Box Chain Necklace with Cubic Zirconia Stone\", \"asin\": \"B082BJFPDS\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Saint Michael The Archangel White Cubic Zirconia Accented 1\\u201d Medal Pendant Necklace with Rolo Chain and Pendant only\", \"asin\": \"B074MJWN5J\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Solid 925 Sterling Silver Cross Necklace for Men Women, 2mm Diamond-Cut Sterling Silver Chain with Cross Pendant Beveled Edge for Men, Silver Crucifix Cross Necklace Jewelry 16-24 Inches (Cuban Link Curb Chain/Figaro Link Chain/Wheat Chain/Rolo Chain)\", \"asin\": \"B0DM5J1SQW\", \"price\": \"$57.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"12Pcs Stainless Steel Pendant Necklace for Men Cool Goth Necklace Funky Gothic Cross Dog Tag Yin Yang Triangle Pendant Chain Necklace Set Black & Silver Tone \\u2026\", \"asin\": \"B0B6FNBZ2V\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Italian 925 Sterling Silver Cross Necklace for Men, 18k Gold Over Sterling Silver Cross Necklace with World-class Craft 4mm Cuban Link Chain for Men Boys Women, Durable, Colorfast 16-26 Inch\", \"asin\": \"B0DGTC6DJ9\", \"price\": \"$23.09\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Initial A-Z Letter Pendant Necklace for Men 18K Gold Plated Capital Initial Necklace Cuban Link Chain 4mm 20 Inch Jewelry Gift\", \"asin\": \"B0DRCYT26P\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Easter Gifts 925 Sterling Silver Cross Necklace for Boys - Faith Cross Chain Necklaces for Kids Small Dainty Pendant Jewelry Gifts for Teenage, First Communion Baptism Birthday\", \"asin\": \"B0DRJSXW61\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Made by Nami Pendant Necklace for Men 23\\\" Gold & Silver Cuban Link Chain with Pendants for Men High-Quality Stainless Steel Necklace Premium Jewelry Gift for Him (Silver Compass)\", \"asin\": \"B08HM4XQX4\", \"price\": \"$10.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"6 Pcs Stackable Silver Chain Pendant Necklace for Men, Mens Stainless Steel Chain Necklace Jewelry Set (4 Silver Chains+1 Cross Pendant+1 Bar Pendant)\", \"asin\": \"B0D3Z28KNF\", \"price\": \"$12.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Bar Pendant Necklace For Men Stainless Steel Box Chain Pendant Men\\u2019s Necklace Jewelry Length 22inch\", \"asin\": \"B09X1F3H11\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women with 3MM Stainless Steel Strong Durable Wheat Chain 18K White Gold Plated Crucifix Pendant Necklace Jewelry 16-30 Inches\", \"asin\": \"B0BXNSLLHD\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Silver Tone Wheat Chains for Men and Women, 2/2.5/3/4/5mm Stainless Steel Necklace Chain, Mens Necklace 16-28 Inch\", \"asin\": \"B0CMX9HXMP\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Cross Necklace Men - Oxidized Sterling Silver Cross Pendant with Stainless Steel Box Chain Vintage Unique Crucifix Necklaces Silver Jewelry for Mens Women 18-24 Inches\", \"asin\": \"B0DYYPB8RN\", \"price\": \"$34.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Cross Pendant for Men & Women - Cubic Zirconia Cross Pendants Silver Cross Jewelry - Catholic Faith Religious Christian Birthday Gifts\", \"asin\": \"B07JKJJWL3\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Religious Pendant with 21\\\" Extendable Necklace Chain - Compass | Saint Michael | Saint Christopher Pendant\", \"asin\": \"B0CGXLDM87\", \"price\": \"$44.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"3.5mm Silver Tone/Black/14K Gold Plated Cuban Link Chains for Men, Stainless Steel Chain Necklace, Mens Necklaces 16, 18, 20, 22, 24, 26, 28 Inch\", \"asin\": \"B095JQ46X8\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Kercisbeauty Silver Feather Pendant with Chain Necklace Long Necklace for Women Men Unisex\", \"asin\": \"B081JBPL95\", \"price\": \"$8.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Solid S925 Sterling Silver Cross Necklace for Men Women | 2mm Durable Sterling Silver Cuban Link Curb Chain Cross Pendant Necklace | Crucifix Cross Pendant Necklace Jewelry 16-24 Inches\", \"asin\": \"B08866FL2R\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Mens Cross Pendant Necklace Large Stainless Steel Cross Pendant Necklace for Men Women\", \"asin\": \"B089H1QRSS\", \"price\": \"$21.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Serenity Prayer Necklace with Praying Hands Coin Pendant for Men Women Lords Prayer Bible Verse Courage Wisdom Stainless Steel 24 inches\", \"asin\": \"B097CF7R4Y\", \"price\": \"$13.29\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Cross Necklace for Men, Silver Tone Mens Cross Necklaces with 2.5mm Chain, Stainless Steel Wheat Chain, 16-24 Inch\", \"asin\": \"B0D8J9KRNT\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Three Nail Cross Necklace 925 Sterling Silver 3 Nail Cross Pendant Christian Jewelry Gifts for Men 22+2\\\"\", \"asin\": \"B0CL4MNQWM\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Patron Saint Necklace Sterling Silver Amulet Medal Pendant Religious Protector Jewelry Gifts for Women Men\", \"asin\": \"B0BJKJ8BDK\", \"price\": \"$40.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Silver Compass Necklace Compass Pendant Necklace Celtic Knot Compass Necklace Jewelry\", \"asin\": \"B0DF62D2L9\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 2mm, 3mm Diamond-Cut Braided Rope Chain Necklace for Men Women Made in Italy\", \"asin\": \"B07SLLZ1CP\", \"price\": \"$47.90\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Coin Necklace Sterling Silver Vintage Round Circle Disc Dainty Coin Pendant Necklaces for Women (with Gift Box)\", \"asin\": \"B07MW4T4DV\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men Crucifix Cross Pendant with Chain Baptism Christian Jewelry Stainless Steel/18K Gold Antique Jesus Necklace, Gift Packed,Length 22\\\"\", \"asin\": \"B07GZP99C6\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sterling Silver Crucifix Pendant for Men, Catholic Jesus Cross Necklace for Women, 925 Sterling Silver Crucifix Necklace with Jesus Religious Gift for Easter Christmas\", \"asin\": \"B0D28XZJWL\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Jewelry Mandalorian Cut Out 925 Sterling Silver Men's Pendant Necklace\", \"asin\": \"B01KQRXRAG\", \"price\": \"$89.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Silver Chain for Men - Stainless Steel Chains for Mens - Dog Tag Necklace for Pendant, 1-7mm 8-36inches Round Rolo Necklaces for Women\", \"asin\": \"B07QMQZTP6\", \"price\": \"$12.18\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Monogram Necklace A-Z 26 Letters Pendants 18K Gold/Platinum Plated Square Capital Initial Necklaces for Women Men, Resizable Chain 20\\\"-22\\\"\", \"asin\": \"B07H7BCGN1\", \"price\": \"$12.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Saint Religious Necklace for Men Women, Amulet Protect Us Medal Pendant Necklace Catholic Jewelry Gifts for Police Father Son,with Stainless Steel Chain\", \"asin\": \"B0BJVDTY8C\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Baronyka Handmade Coin Pendant Necklace For Men, Silver Plated, Nautical Ship Boat Round Circle, 24\\\" Chain with 2\\\" Extension & Lobster Clasp\", \"asin\": \"B077FWNFTM\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Stainless Steel Cross Crucifix Bible Prayer Pendant Necklace 22+2\\\" Chain\", \"asin\": \"B0713VHY2F\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Cross Pendant Necklace Stainless Steel Gold Silver Byzantine Chain 22-30inch\", \"asin\": \"B00PAA18O2\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sterling Silver Cross Necklace for Men Women 18K Gold Plated Bible Verse Dainty Cross Necklace 2mm Stainless Steel Square Rolo Chain S925 Crucifix Pendant Necklace Faith Jewelry Present 16-26 Inches\", \"asin\": \"B0CCTMJ8C3\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Stainless Steel Cross Pendant Necklace with Wheat Chain\", \"asin\": \"B01N9NAQUM\", \"price\": \"$14.99\", \"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\": \"2025-04-08T00:18:56.688Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T00:18:56.688Z
|
click_product
|
B087MC1HW6
|
rule
|
train
| 100 |
2025-04-08T00:18:56.688Z
|
click_product
|
B087MC1HW6
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
{"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"}
{"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"}
{"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"}
{"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"}
{"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"}
{"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"}
{"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}
{"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"}
{"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"}
{"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"}
{"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"}
{"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"}
{"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"}
{"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"}
{"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"}
{"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "Pendant for men, silver, plain"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"promotion_items": [{"title": "HZMAN\nMens High Polishing Stainless Steel Dog Tag Pendant Necklace 22+2 Inch Link Chain", "asin": "B01LYMU8ON", "price": "$11.99", "quantity": ""},
{"title": "Fiusem\nCross Necklace for Men, Mens Cross Necklaces with 2.5mm Rope Chain, Stainless Steel Pendant Chain 16-28 Inch", "asin": "B0CLGXKJCN", "price": "$9.79", "quantity": ""},
{"title": "FaithHeart\nBraided Leather 2MM/3MM Necklace Cord for Men with Stainless Steel Snap Clasp, Waterproof Woven Wax Rope Chain for Pendant with Delicate Gift Box", "asin": "B07M5JSFW5", "price": "$15.99", "quantity": ""},
{"title": "Monily\nSquare Rolo Chain Necklace Stainless Steel Round Box Necklace for Men & Women", "asin": "B075GNKZ4Y", "price": "$11.98", "quantity": ""},
{"title": "LOFITOR\n925 Sterling Silver Cross Necklace for Men Women with 3MM Stainless Steel Strong Durable Wheat Chain 18K White Gold Plated Beveled Edge Crucifix Pendant Necklace Jewelry Present 16-28 Inches", "asin": "B0CFR1VQFF", "price": "$27.99", "quantity": ""}],
"ads": [{"title": "CaptainSteeL Cross Necklace for Men - Stainless Steel Silver/Gold Plain Cross Pendant Necklace Simple Jewelry Gifts, 24 Inches 3:1 Figaro Link Chain 4/5/6mm Width", "asin": "B08DTRZQCW"}],
"search_results": [{"title": "Men's Stainless Steel Engraveable Dog Tag Pendant Necklace", "asin": "B09Q75Q99D", "price": "$23.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Personalized Custom Message Necklace 925 Sterling Silver Round/Heart/Dog Tag Pendant with 18 Inches Chain, Valentine's Day Birthday Gift for Men Women", "asin": "B087MC1HW6", "price": "$31.99", "delivery": "$3.99 delivery Apr 15 - 21"},
{"title": "Men's Engraving-Stainless Steel Dog Tag Pendant Necklace with Cubic Zirconia Stone", "asin": "B07ZK6DGK8", "price": "$24.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Compass Necklace for Men Women, Stainless Steel Necklace with Compass Coin Pendant, Gold Silver Mens Necklace Gift Ideal", "asin": "B0D4QMYFD5", "price": "$20.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "S925 Necklace Birthstone Compass Gift for Women Jewelry Sterling Silver Necklace for Wife Wedding Anniversary Girlfriend Birthday Gifts for Her Valentines Day Mom Mothers Day", "asin": "B0DBQDWFLX", "price": "$52.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "925 Sterling Silver Compass Necklace for Women Men Nautical Pendant Jewelry Gift for Adventurers Compass Jewelry", "asin": "B0DBTGS4W4", "price": "$36.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "925 Sterling Silver Cross Necklace for Men Women, 5MM Durable Stainless Steel Diamond Cut Cuban Link Curb Chain with Silver Cross Pendant, Mens Cross Crucifix Necklaces Jewelry 16-30 Inches", "asin": "B0DLVPKFK2", "price": "$27.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Medium Fish Hook Silver Pendant \u2013 Premium Sterling Silver Jewelry Hooks \u2013 Superb Realistic Design \u2013 Modern and Unique \u2013 Ideal Present Choice for Men and Women", "asin": "B004ZB9470", "price": "$37.99", "delivery": "FREE delivery Apr 19 - 23 for Prime members"},
{"title": "925 Sterling Silver Saint Michael The Archangel White Cubic Zirconia Accented 1\u201d Medal Pendant Necklace with Rolo Chain and Pendant only", "asin": "B074MJWN5J", "price": "$24.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Minimalist Stainless Steel and Solid Onyx Inlay Pendant | 21 Inch Rolo Chain | Design-Led Artisan Jewelry, from London", "asin": "B0D1VRRBKL", "price": "$44.95", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Mens High Polishing Stainless Steel Dog Tag Pendant Necklace 22+2 Inch Link Chain", "asin": "B01LYMU8ON", "price": "$11.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Large Personalized Engravable Military Army Dog Tag Pendant Necklace for Men Polished Silver Tone Stainless Steel Beveled Edge with Bead Ball Chain 24 Inch", "asin": "B00CXYYDZO", "price": "$17.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Compass Necklace for Men, Stainless Steel Pendant Necklace, Adjustable Chain, Unique Navigator Design, Perfect Gift for Adventure Lovers", "asin": "B0DPCSGMY1", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry", "asin": "B09YNCRJ6J", "price": "$15.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Sacred Symbolism: Embrace Faith with Claddagh Gold Sterling Silver Cross Pendant - Choose Your Perfect Size (S-L)", "asin": "B07MJM6F51", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "COSUMOSU 1.41inch 925 Sterling Silver Cross Pendant Religious Gifts", "asin": "B0CCSVJPW4", "price": "$27.88", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Crucifix Cross Necklace 18K Gold Plated Cross Pendant with 3mm 22\" Rope Chain for Men Women", "asin": "B0C232HLXG", "price": "$17.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "925 Sterling Silver Italian 5mm Diamond-Cut Figaro Link Chain Necklace for Women Men, Made in Italy", "asin": "B07QGKQC65", "price": "$37.90", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Personalized Tungsten Carbide Solid Polished Dog Tag Pendant Necklace with Lab Grown Diamond - Custom Engravable, Durable and Stylish Jewelry with 24 Inch Chain", "asin": "B08XMSNM1K", "price": "$99.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "925 Sterling Silver Initial Pendant Charm \u2013 Personalized Alphabet Letter Jewelry in 0.80mm or 0.55mm Block Font", "asin": "B07H5TC3WM", "price": "$24.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Compass Pendant Necklace for Men, Gold Silver Stainless Steel Mens Compass Necklaces, Stylish Jewelry Gift for Men Him Her", "asin": "B0CD3LBZ3C", "price": "$24.79", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "925 Sterling Silver Compass Medallion Charm Pendant", "asin": "B071H83H9K", "price": "$24.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Galis Mens Necklace - Premium Stainless Steel for Men, Non Tarnish with Triangle Black Enamel Pendant, Chain Pendants, Stylish - Gifts for Him 24\"", "asin": "B07QP9GPNF", "price": "$21.98", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Italian 925 Sterling Silver Solid 2mm Round Box Chain Necklace for Women Men, Made in Italy", "asin": "B0BSXJY659", "price": "$36.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "925 Sterling Silver Crucifix Necklace, Jesus Cross Necklace for Men, Christian Jewelry for Men Women, Protection Amulet Pendant", "asin": "B0DDBK84BH", "price": "$54.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Bible Verse Necklaces for Men Women Stainless Steel/18K Gold Plated Prayer Hands Coin Medal Pendant Necklace Christan Jewlery Gift (22-26Inch)", "asin": "B07L2TBDYR", "price": "$21.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Stainless Steel Engravable Dog Tag Pendant with Box Chain Necklace", "asin": "B0BHM9MCMK", "price": "$28.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Custom Name Necklace Personalized 3D Engraved Bar 18K Gold Plated Customized Name Jewelry with Adjustable Chain Charm Birthday Gifts for Women Men", "asin": "B07HYXKHJS", "price": "$12.99", "delivery": "$4.99 delivery Apr 16 - 21"},
{"title": "Stainless Steel Men's Engravable Dog Tag Pendant Box Chain Necklace with Cubic Zirconia Stone", "asin": "B082BJFPDS", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "925 Sterling Silver Saint Michael The Archangel White Cubic Zirconia Accented 1\u201d Medal Pendant Necklace with Rolo Chain and Pendant only", "asin": "B074MJWN5J", "price": "$24.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Solid 925 Sterling Silver Cross Necklace for Men Women, 2mm Diamond-Cut Sterling Silver Chain with Cross Pendant Beveled Edge for Men, Silver Crucifix Cross Necklace Jewelry 16-24 Inches (Cuban Link Curb Chain/Figaro Link Chain/Wheat Chain/Rolo Chain)", "asin": "B0DM5J1SQW", "price": "$57.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "12Pcs Stainless Steel Pendant Necklace for Men Cool Goth Necklace Funky Gothic Cross Dog Tag Yin Yang Triangle Pendant Chain Necklace Set Black & Silver Tone \u2026", "asin": "B0B6FNBZ2V", "price": "$15.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Italian 925 Sterling Silver Cross Necklace for Men, 18k Gold Over Sterling Silver Cross Necklace with World-class Craft 4mm Cuban Link Chain for Men Boys Women, Durable, Colorfast 16-26 Inch", "asin": "B0DGTC6DJ9", "price": "$23.09", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Initial A-Z Letter Pendant Necklace for Men 18K Gold Plated Capital Initial Necklace Cuban Link Chain 4mm 20 Inch Jewelry Gift", "asin": "B0DRCYT26P", "price": "$12.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Easter Gifts 925 Sterling Silver Cross Necklace for Boys - Faith Cross Chain Necklaces for Kids Small Dainty Pendant Jewelry Gifts for Teenage, First Communion Baptism Birthday", "asin": "B0DRJSXW61", "price": "$19.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Made by Nami Pendant Necklace for Men 23\" Gold & Silver Cuban Link Chain with Pendants for Men High-Quality Stainless Steel Necklace Premium Jewelry Gift for Him (Silver Compass)", "asin": "B08HM4XQX4", "price": "$10.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "6 Pcs Stackable Silver Chain Pendant Necklace for Men, Mens Stainless Steel Chain Necklace Jewelry Set (4 Silver Chains+1 Cross Pendant+1 Bar Pendant)", "asin": "B0D3Z28KNF", "price": "$12.98", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Bar Pendant Necklace For Men Stainless Steel Box Chain Pendant Men\u2019s Necklace Jewelry Length 22inch", "asin": "B09X1F3H11", "price": "$12.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "925 Sterling Silver Cross Necklace for Men Women with 3MM Stainless Steel Strong Durable Wheat Chain 18K White Gold Plated Crucifix Pendant Necklace Jewelry 16-30 Inches", "asin": "B0BXNSLLHD", "price": "$27.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Silver Tone Wheat Chains for Men and Women, 2/2.5/3/4/5mm Stainless Steel Necklace Chain, Mens Necklace 16-28 Inch", "asin": "B0CMX9HXMP", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "925 Sterling Silver Cross Necklace Men - Oxidized Sterling Silver Cross Pendant with Stainless Steel Box Chain Vintage Unique Crucifix Necklaces Silver Jewelry for Mens Women 18-24 Inches", "asin": "B0DYYPB8RN", "price": "$34.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "925 Sterling Silver Cross Pendant for Men & Women - Cubic Zirconia Cross Pendants Silver Cross Jewelry - Catholic Faith Religious Christian Birthday Gifts", "asin": "B07JKJJWL3", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Religious Pendant with 21\" Extendable Necklace Chain - Compass | Saint Michael | Saint Christopher Pendant", "asin": "B0CGXLDM87", "price": "$44.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "3.5mm Silver Tone/Black/14K Gold Plated Cuban Link Chains for Men, Stainless Steel Chain Necklace, Mens Necklaces 16, 18, 20, 22, 24, 26, 28 Inch", "asin": "B095JQ46X8", "price": "$18.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Kercisbeauty Silver Feather Pendant with Chain Necklace Long Necklace for Women Men Unisex", "asin": "B081JBPL95", "price": "$8.98", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Solid S925 Sterling Silver Cross Necklace for Men Women | 2mm Durable Sterling Silver Cuban Link Curb Chain Cross Pendant Necklace | Crucifix Cross Pendant Necklace Jewelry 16-24 Inches", "asin": "B08866FL2R", "price": "$42.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Mens Cross Pendant Necklace Large Stainless Steel Cross Pendant Necklace for Men Women", "asin": "B089H1QRSS", "price": "$21.88", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Serenity Prayer Necklace with Praying Hands Coin Pendant for Men Women Lords Prayer Bible Verse Courage Wisdom Stainless Steel 24 inches", "asin": "B097CF7R4Y", "price": "$13.29", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Cross Necklace for Men, Silver Tone Mens Cross Necklaces with 2.5mm Chain, Stainless Steel Wheat Chain, 16-24 Inch", "asin": "B0D8J9KRNT", "price": "$14.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Three Nail Cross Necklace 925 Sterling Silver 3 Nail Cross Pendant Christian Jewelry Gifts for Men 22+2\"", "asin": "B0CL4MNQWM", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Patron Saint Necklace Sterling Silver Amulet Medal Pendant Religious Protector Jewelry Gifts for Women Men", "asin": "B0BJKJ8BDK", "price": "$40.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Mens Silver Compass Necklace Compass Pendant Necklace Celtic Knot Compass Necklace Jewelry", "asin": "B0DF62D2L9", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Solid 925 Sterling Silver Italian 2mm, 3mm Diamond-Cut Braided Rope Chain Necklace for Men Women Made in Italy", "asin": "B07SLLZ1CP", "price": "$47.90", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Coin Necklace Sterling Silver Vintage Round Circle Disc Dainty Coin Pendant Necklaces for Women (with Gift Box)", "asin": "B07MW4T4DV", "price": "$29.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men Crucifix Cross Pendant with Chain Baptism Christian Jewelry Stainless Steel/18K Gold Antique Jesus Necklace, Gift Packed,Length 22\"", "asin": "B07GZP99C6", "price": "$24.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Sterling Silver Crucifix Pendant for Men, Catholic Jesus Cross Necklace for Women, 925 Sterling Silver Crucifix Necklace with Jesus Religious Gift for Easter Christmas", "asin": "B0D28XZJWL", "price": "$39.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Jewelry Mandalorian Cut Out 925 Sterling Silver Men's Pendant Necklace", "asin": "B01KQRXRAG", "price": "$89.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Silver Chain for Men - Stainless Steel Chains for Mens - Dog Tag Necklace for Pendant, 1-7mm 8-36inches Round Rolo Necklaces for Women", "asin": "B07QMQZTP6", "price": "$12.18", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Monogram Necklace A-Z 26 Letters Pendants 18K Gold/Platinum Plated Square Capital Initial Necklaces for Women Men, Resizable Chain 20\"-22\"", "asin": "B07H7BCGN1", "price": "$12.98", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "925 Sterling Silver Saint Religious Necklace for Men Women, Amulet Protect Us Medal Pendant Necklace Catholic Jewelry Gifts for Police Father Son,with Stainless Steel Chain", "asin": "B0BJVDTY8C", "price": "$49.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Baronyka Handmade Coin Pendant Necklace For Men, Silver Plated, Nautical Ship Boat Round Circle, 24\" Chain with 2\" Extension & Lobster Clasp", "asin": "B077FWNFTM", "price": "$21.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Stainless Steel Cross Crucifix Bible Prayer Pendant Necklace 22+2\" Chain", "asin": "B0713VHY2F", "price": "$16.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Cross Pendant Necklace Stainless Steel Gold Silver Byzantine Chain 22-30inch", "asin": "B00PAA18O2", "price": "$17.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Sterling Silver Cross Necklace for Men Women 18K Gold Plated Bible Verse Dainty Cross Necklace 2mm Stainless Steel Square Rolo Chain S925 Crucifix Pendant Necklace Faith Jewelry Present 16-26 Inches", "asin": "B0CCTMJ8C3", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Stainless Steel Cross Pendant Necklace with Wheat Chain", "asin": "B01N9NAQUM", "price": "$14.99", "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": "2025-04-08T00:18:56.688Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T00:18:56.688Z\",\"action\": \"click_product\",\"acion_argument\": \"B087MC1HW6\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T00:18:56.688Z\",\"action\": \"click_product\",\"acion_argument\": \"B087MC1HW6\",}</answer>",
"index": 100,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n<|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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4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"HZMAN\\nMens High Polishing Stainless Steel Dog Tag Pendant Necklace 22+2 Inch Link Chain\", \"asin\": \"B01LYMU8ON\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Fiusem\\nCross Necklace for Men, Mens Cross Necklaces with 2.5mm Rope Chain, Stainless Steel Pendant Chain 16-28 Inch\", \"asin\": \"B0CLGXKJCN\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"FaithHeart\\nBraided Leather 2MM/3MM Necklace Cord for Men with Stainless Steel Snap Clasp, Waterproof Woven Wax Rope Chain for Pendant with Delicate Gift Box\", \"asin\": \"B07M5JSFW5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Monily\\nSquare Rolo Chain Necklace Stainless Steel Round Box Necklace for Men & Women\", \"asin\": \"B075GNKZ4Y\", \"price\": \"$11.98\", \"quantity\": \"\"},\n{\"title\": \"LOFITOR\\n925 Sterling Silver Cross Necklace for Men Women with 3MM Stainless Steel Strong Durable Wheat Chain 18K White Gold Plated Beveled Edge Crucifix Pendant Necklace Jewelry Present 16-28 Inches\", \"asin\": \"B0CFR1VQFF\", \"price\": \"$27.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"CaptainSteeL Cross Necklace for Men - Stainless Steel Silver/Gold Plain Cross Pendant Necklace Simple Jewelry Gifts, 24 Inches 3:1 Figaro Link Chain 4/5/6mm Width\", \"asin\": \"B08DTRZQCW\"}],\n\"search_results\": [{\"title\": \"Men's Stainless Steel Engraveable Dog Tag Pendant Necklace\", \"asin\": \"B09Q75Q99D\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Personalized Custom Message Necklace 925 Sterling Silver Round/Heart/Dog Tag Pendant with 18 Inches Chain, Valentine's Day Birthday Gift for Men Women\", \"asin\": \"B087MC1HW6\", \"price\": \"$31.99\", \"delivery\": \"$3.99 delivery Apr 15 - 21\"},\n{\"title\": \"Men's Engraving-Stainless Steel Dog Tag Pendant Necklace with Cubic Zirconia Stone\", \"asin\": \"B07ZK6DGK8\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Compass Necklace for Men Women, Stainless Steel Necklace with Compass Coin Pendant, Gold Silver Mens Necklace Gift Ideal\", \"asin\": \"B0D4QMYFD5\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"S925 Necklace Birthstone Compass Gift for Women Jewelry Sterling Silver Necklace for Wife Wedding Anniversary Girlfriend Birthday Gifts for Her Valentines Day Mom Mothers Day\", \"asin\": \"B0DBQDWFLX\", \"price\": \"$52.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Compass Necklace for Women Men Nautical Pendant Jewelry Gift for Adventurers Compass Jewelry\", \"asin\": \"B0DBTGS4W4\", \"price\": \"$36.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women, 5MM Durable Stainless Steel Diamond Cut Cuban Link Curb Chain with Silver Cross Pendant, Mens Cross Crucifix Necklaces Jewelry 16-30 Inches\", \"asin\": \"B0DLVPKFK2\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Medium Fish Hook Silver Pendant \\u2013 Premium Sterling Silver Jewelry Hooks \\u2013 Superb Realistic Design \\u2013 Modern and Unique \\u2013 Ideal Present Choice for Men and Women\", \"asin\": \"B004ZB9470\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 19 - 23 for Prime members\"},\n{\"title\": \"925 Sterling Silver Saint Michael The Archangel White Cubic Zirconia Accented 1\\u201d Medal Pendant Necklace with Rolo Chain and Pendant only\", \"asin\": \"B074MJWN5J\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Minimalist Stainless Steel and Solid Onyx Inlay Pendant | 21 Inch Rolo Chain | Design-Led Artisan Jewelry, from London\", \"asin\": \"B0D1VRRBKL\", \"price\": \"$44.95\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Mens High Polishing Stainless Steel Dog Tag Pendant Necklace 22+2 Inch Link Chain\", \"asin\": \"B01LYMU8ON\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Large Personalized Engravable Military Army Dog Tag Pendant Necklace for Men Polished Silver Tone Stainless Steel Beveled Edge with Bead Ball Chain 24 Inch\", \"asin\": \"B00CXYYDZO\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Compass Necklace for Men, Stainless Steel Pendant Necklace, Adjustable Chain, Unique Navigator Design, Perfect Gift for Adventure Lovers\", \"asin\": \"B0DPCSGMY1\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry\", \"asin\": \"B09YNCRJ6J\", \"price\": \"$15.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Sacred Symbolism: Embrace Faith with Claddagh Gold Sterling Silver Cross Pendant - Choose Your Perfect Size (S-L)\", \"asin\": \"B07MJM6F51\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"COSUMOSU 1.41inch 925 Sterling Silver Cross Pendant Religious Gifts\", \"asin\": \"B0CCSVJPW4\", \"price\": \"$27.88\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Crucifix Cross Necklace 18K Gold Plated Cross Pendant with 3mm 22\\\" Rope Chain for Men Women\", \"asin\": \"B0C232HLXG\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Italian 5mm Diamond-Cut Figaro Link Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07QGKQC65\", \"price\": \"$37.90\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Personalized Tungsten Carbide Solid Polished Dog Tag Pendant Necklace with Lab Grown Diamond - Custom Engravable, Durable and Stylish Jewelry with 24 Inch Chain\", \"asin\": \"B08XMSNM1K\", \"price\": \"$99.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Initial Pendant Charm \\u2013 Personalized Alphabet Letter Jewelry in 0.80mm or 0.55mm Block Font\", \"asin\": \"B07H5TC3WM\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Compass Pendant Necklace for Men, Gold Silver Stainless Steel Mens Compass Necklaces, Stylish Jewelry Gift for Men Him Her\", \"asin\": \"B0CD3LBZ3C\", \"price\": \"$24.79\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Compass Medallion Charm Pendant\", \"asin\": \"B071H83H9K\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Galis Mens Necklace - Premium Stainless Steel for Men, Non Tarnish with Triangle Black Enamel Pendant, Chain Pendants, Stylish - Gifts for Him 24\\\"\", \"asin\": \"B07QP9GPNF\", \"price\": \"$21.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Italian 925 Sterling Silver Solid 2mm Round Box Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B0BSXJY659\", \"price\": \"$36.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Crucifix Necklace, Jesus Cross Necklace for Men, Christian Jewelry for Men Women, Protection Amulet Pendant\", \"asin\": \"B0DDBK84BH\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Bible Verse Necklaces for Men Women Stainless Steel/18K Gold Plated Prayer Hands Coin Medal Pendant Necklace Christan Jewlery Gift (22-26Inch)\", \"asin\": \"B07L2TBDYR\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Stainless Steel Engravable Dog Tag Pendant with Box Chain Necklace\", \"asin\": \"B0BHM9MCMK\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Custom Name Necklace Personalized 3D Engraved Bar 18K Gold Plated Customized Name Jewelry with Adjustable Chain Charm Birthday Gifts for Women Men\", \"asin\": \"B07HYXKHJS\", \"price\": \"$12.99\", \"delivery\": \"$4.99 delivery Apr 16 - 21\"},\n{\"title\": \"Stainless Steel Men's Engravable Dog Tag Pendant Box Chain Necklace with Cubic Zirconia Stone\", \"asin\": \"B082BJFPDS\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Saint Michael The Archangel White Cubic Zirconia Accented 1\\u201d Medal Pendant Necklace with Rolo Chain and Pendant only\", \"asin\": \"B074MJWN5J\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Solid 925 Sterling Silver Cross Necklace for Men Women, 2mm Diamond-Cut Sterling Silver Chain with Cross Pendant Beveled Edge for Men, Silver Crucifix Cross Necklace Jewelry 16-24 Inches (Cuban Link Curb Chain/Figaro Link Chain/Wheat Chain/Rolo Chain)\", \"asin\": \"B0DM5J1SQW\", \"price\": \"$57.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"12Pcs Stainless Steel Pendant Necklace for Men Cool Goth Necklace Funky Gothic Cross Dog Tag Yin Yang Triangle Pendant Chain Necklace Set Black & Silver Tone \\u2026\", \"asin\": \"B0B6FNBZ2V\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Italian 925 Sterling Silver Cross Necklace for Men, 18k Gold Over Sterling Silver Cross Necklace with World-class Craft 4mm Cuban Link Chain for Men Boys Women, Durable, Colorfast 16-26 Inch\", \"asin\": \"B0DGTC6DJ9\", \"price\": \"$23.09\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Initial A-Z Letter Pendant Necklace for Men 18K Gold Plated Capital Initial Necklace Cuban Link Chain 4mm 20 Inch Jewelry Gift\", \"asin\": \"B0DRCYT26P\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Easter Gifts 925 Sterling Silver Cross Necklace for Boys - Faith Cross Chain Necklaces for Kids Small Dainty Pendant Jewelry Gifts for Teenage, First Communion Baptism Birthday\", \"asin\": \"B0DRJSXW61\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Made by Nami Pendant Necklace for Men 23\\\" Gold & Silver Cuban Link Chain with Pendants for Men High-Quality Stainless Steel Necklace Premium Jewelry Gift for Him (Silver Compass)\", \"asin\": \"B08HM4XQX4\", \"price\": \"$10.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"6 Pcs Stackable Silver Chain Pendant Necklace for Men, Mens Stainless Steel Chain Necklace Jewelry Set (4 Silver Chains+1 Cross Pendant+1 Bar Pendant)\", \"asin\": \"B0D3Z28KNF\", \"price\": \"$12.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Bar Pendant Necklace For Men Stainless Steel Box Chain Pendant Men\\u2019s Necklace Jewelry Length 22inch\", \"asin\": \"B09X1F3H11\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women with 3MM Stainless Steel Strong Durable Wheat Chain 18K White Gold Plated Crucifix Pendant Necklace Jewelry 16-30 Inches\", \"asin\": \"B0BXNSLLHD\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Silver Tone Wheat Chains for Men and Women, 2/2.5/3/4/5mm Stainless Steel Necklace Chain, Mens Necklace 16-28 Inch\", \"asin\": \"B0CMX9HXMP\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Cross Necklace Men - Oxidized Sterling Silver Cross Pendant with Stainless Steel Box Chain Vintage Unique Crucifix Necklaces Silver Jewelry for Mens Women 18-24 Inches\", \"asin\": \"B0DYYPB8RN\", \"price\": \"$34.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Cross Pendant for Men & Women - Cubic Zirconia Cross Pendants Silver Cross Jewelry - Catholic Faith Religious Christian Birthday Gifts\", \"asin\": \"B07JKJJWL3\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Religious Pendant with 21\\\" Extendable Necklace Chain - Compass | Saint Michael | Saint Christopher Pendant\", \"asin\": \"B0CGXLDM87\", \"price\": \"$44.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"3.5mm Silver Tone/Black/14K Gold Plated Cuban Link Chains for Men, Stainless Steel Chain Necklace, Mens Necklaces 16, 18, 20, 22, 24, 26, 28 Inch\", \"asin\": \"B095JQ46X8\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Kercisbeauty Silver Feather Pendant with Chain Necklace Long Necklace for Women Men Unisex\", \"asin\": \"B081JBPL95\", \"price\": \"$8.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Solid S925 Sterling Silver Cross Necklace for Men Women | 2mm Durable Sterling Silver Cuban Link Curb Chain Cross Pendant Necklace | Crucifix Cross Pendant Necklace Jewelry 16-24 Inches\", \"asin\": \"B08866FL2R\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Mens Cross Pendant Necklace Large Stainless Steel Cross Pendant Necklace for Men Women\", \"asin\": \"B089H1QRSS\", \"price\": \"$21.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Serenity Prayer Necklace with Praying Hands Coin Pendant for Men Women Lords Prayer Bible Verse Courage Wisdom Stainless Steel 24 inches\", \"asin\": \"B097CF7R4Y\", \"price\": \"$13.29\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Cross Necklace for Men, Silver Tone Mens Cross Necklaces with 2.5mm Chain, Stainless Steel Wheat Chain, 16-24 Inch\", \"asin\": \"B0D8J9KRNT\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Three Nail Cross Necklace 925 Sterling Silver 3 Nail Cross Pendant Christian Jewelry Gifts for Men 22+2\\\"\", \"asin\": \"B0CL4MNQWM\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Patron Saint Necklace Sterling Silver Amulet Medal Pendant Religious Protector Jewelry Gifts for Women Men\", \"asin\": \"B0BJKJ8BDK\", \"price\": \"$40.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Silver Compass Necklace Compass Pendant Necklace Celtic Knot Compass Necklace Jewelry\", \"asin\": \"B0DF62D2L9\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 2mm, 3mm Diamond-Cut Braided Rope Chain Necklace for Men Women Made in Italy\", \"asin\": \"B07SLLZ1CP\", \"price\": \"$47.90\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Coin Necklace Sterling Silver Vintage Round Circle Disc Dainty Coin Pendant Necklaces for Women (with Gift Box)\", \"asin\": \"B07MW4T4DV\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men Crucifix Cross Pendant with Chain Baptism Christian Jewelry Stainless Steel/18K Gold Antique Jesus Necklace, Gift Packed,Length 22\\\"\", \"asin\": \"B07GZP99C6\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sterling Silver Crucifix Pendant for Men, Catholic Jesus Cross Necklace for Women, 925 Sterling Silver Crucifix Necklace with Jesus Religious Gift for Easter Christmas\", \"asin\": \"B0D28XZJWL\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Jewelry Mandalorian Cut Out 925 Sterling Silver Men's Pendant Necklace\", \"asin\": \"B01KQRXRAG\", \"price\": \"$89.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Silver Chain for Men - Stainless Steel Chains for Mens - Dog Tag Necklace for Pendant, 1-7mm 8-36inches Round Rolo Necklaces for Women\", \"asin\": \"B07QMQZTP6\", \"price\": \"$12.18\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Monogram Necklace A-Z 26 Letters Pendants 18K Gold/Platinum Plated Square Capital Initial Necklaces for Women Men, Resizable Chain 20\\\"-22\\\"\", \"asin\": \"B07H7BCGN1\", \"price\": \"$12.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Saint Religious Necklace for Men Women, Amulet Protect Us Medal Pendant Necklace Catholic Jewelry Gifts for Police Father Son,with Stainless Steel Chain\", \"asin\": \"B0BJVDTY8C\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Baronyka Handmade Coin Pendant Necklace For Men, Silver Plated, Nautical Ship Boat Round Circle, 24\\\" Chain with 2\\\" Extension & Lobster Clasp\", \"asin\": \"B077FWNFTM\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Stainless Steel Cross Crucifix Bible Prayer Pendant Necklace 22+2\\\" Chain\", \"asin\": \"B0713VHY2F\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Cross Pendant Necklace Stainless Steel Gold Silver Byzantine Chain 22-30inch\", \"asin\": \"B00PAA18O2\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sterling Silver Cross Necklace for Men Women 18K Gold Plated Bible Verse Dainty Cross Necklace 2mm Stainless Steel Square Rolo Chain S925 Crucifix Pendant Necklace Faith Jewelry Present 16-26 Inches\", \"asin\": \"B0CCTMJ8C3\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Stainless Steel Cross Pendant Necklace with Wheat Chain\", \"asin\": \"B01N9NAQUM\", \"price\": \"$14.99\", \"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\": \"2025-04-08T00:18:56.688Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"2025-04-08T01:08:41.680Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T01:08:41.680Z
|
input
|
apple watch 表带 silver Gray 编织
|
rule
|
train
| 101 |
2025-04-08T01:08:41.680Z
|
input
|
apple watch 表带 silver Gray 编织
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
{"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"}
{"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"}
{"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"}
{"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"}
{"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"}
{"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"}
{"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}
{"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"}
{"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"}
{"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"}
{"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"}
{"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"}
{"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"}
{"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"}
{"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"}
{"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"}
{"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "2025-04-08T01:08:41.680Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T01:08:41.680Z\",\"action\": \"input\",\"acion_argument\": \"apple watch 表带 silver Gray 编织\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T01:08:41.680Z\",\"action\": \"input\",\"acion_argument\": \"apple watch 表带 silver Gray 编织\",}</answer>",
"index": 101,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"2025-04-08T01:08:41.680Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:08:41.865Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T01:08:41.865Z
|
click
|
search
|
rule
|
train
| 102 |
2025-04-08T01:08:41.865Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
{"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"}
{"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"}
{"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"}
{"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"}
{"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"}
{"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"}
{"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}
{"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"}
{"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"}
{"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"}
{"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"}
{"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"}
{"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"}
{"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"}
{"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"}
{"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"}
{"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"}
{"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T01:08:41.865Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T01:08:41.865Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T01:08:41.865Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 102,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:08:41.865Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"Pendant for men, silver, plain\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"HZMAN\\nMens High Polishing Stainless Steel Dog Tag Pendant Necklace 22+2 Inch Link Chain\", \"asin\": \"B01LYMU8ON\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Fiusem\\nCross Necklace for Men, Mens Cross Necklaces with 2.5mm Rope Chain, Stainless Steel Pendant Chain 16-28 Inch\", \"asin\": \"B0CLGXKJCN\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"FaithHeart\\nBraided Leather 2MM/3MM Necklace Cord for Men with Stainless Steel Snap Clasp, Waterproof Woven Wax Rope Chain for Pendant with Delicate Gift Box\", \"asin\": \"B07M5JSFW5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Monily\\nSquare Rolo Chain Necklace Stainless Steel Round Box Necklace for Men & Women\", \"asin\": \"B075GNKZ4Y\", \"price\": \"$11.98\", \"quantity\": \"\"},\n{\"title\": \"LOFITOR\\n925 Sterling Silver Cross Necklace for Men Women with 3MM Stainless Steel Strong Durable Wheat Chain 18K White Gold Plated Beveled Edge Crucifix Pendant Necklace Jewelry Present 16-28 Inches\", \"asin\": \"B0CFR1VQFF\", \"price\": \"$27.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"CaptainSteeL Cross Necklace for Men - Stainless Steel Silver/Gold Plain Cross Pendant Necklace Simple Jewelry Gifts, 24 Inches 3:1 Figaro Link Chain 4/5/6mm Width\", \"asin\": \"B08DTRZQCW\"}],\n\"search_results\": [{\"title\": \"Men's Stainless Steel Engraveable Dog Tag Pendant Necklace\", \"asin\": \"B09Q75Q99D\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Personalized Custom Message Necklace 925 Sterling Silver Round/Heart/Dog Tag Pendant with 18 Inches Chain, Valentine's Day Birthday Gift for Men Women\", \"asin\": \"B087MC1HW6\", \"price\": \"$31.99\", \"delivery\": \"$3.99 delivery Apr 15 - 21\"},\n{\"title\": \"Men's Engraving-Stainless Steel Dog Tag Pendant Necklace with Cubic Zirconia Stone\", \"asin\": \"B07ZK6DGK8\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Compass Necklace for Men Women, Stainless Steel Necklace with Compass Coin Pendant, Gold Silver Mens Necklace Gift Ideal\", \"asin\": \"B0D4QMYFD5\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"S925 Necklace Birthstone Compass Gift for Women Jewelry Sterling Silver Necklace for Wife Wedding Anniversary Girlfriend Birthday Gifts for Her Valentines Day Mom Mothers Day\", \"asin\": \"B0DBQDWFLX\", \"price\": \"$52.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Compass Necklace for Women Men Nautical Pendant Jewelry Gift for Adventurers Compass Jewelry\", \"asin\": \"B0DBTGS4W4\", \"price\": \"$36.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women, 5MM Durable Stainless Steel Diamond Cut Cuban Link Curb Chain with Silver Cross Pendant, Mens Cross Crucifix Necklaces Jewelry 16-30 Inches\", \"asin\": \"B0DLVPKFK2\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Medium Fish Hook Silver Pendant \\u2013 Premium Sterling Silver Jewelry Hooks \\u2013 Superb Realistic Design \\u2013 Modern and Unique \\u2013 Ideal Present Choice for Men and Women\", \"asin\": \"B004ZB9470\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 19 - 23 for Prime members\"},\n{\"title\": \"925 Sterling Silver Saint Michael The Archangel White Cubic Zirconia Accented 1\\u201d Medal Pendant Necklace with Rolo Chain and Pendant only\", \"asin\": \"B074MJWN5J\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Minimalist Stainless Steel and Solid Onyx Inlay Pendant | 21 Inch Rolo Chain | Design-Led Artisan Jewelry, from London\", \"asin\": \"B0D1VRRBKL\", \"price\": \"$44.95\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Mens High Polishing Stainless Steel Dog Tag Pendant Necklace 22+2 Inch Link Chain\", \"asin\": \"B01LYMU8ON\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Large Personalized Engravable Military Army Dog Tag Pendant Necklace for Men Polished Silver Tone Stainless Steel Beveled Edge with Bead Ball Chain 24 Inch\", \"asin\": \"B00CXYYDZO\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Compass Necklace for Men, Stainless Steel Pendant Necklace, Adjustable Chain, Unique Navigator Design, Perfect Gift for Adventure Lovers\", \"asin\": \"B0DPCSGMY1\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry\", \"asin\": \"B09YNCRJ6J\", \"price\": \"$15.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Sacred Symbolism: Embrace Faith with Claddagh Gold Sterling Silver Cross Pendant - Choose Your Perfect Size (S-L)\", \"asin\": \"B07MJM6F51\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"COSUMOSU 1.41inch 925 Sterling Silver Cross Pendant Religious Gifts\", \"asin\": \"B0CCSVJPW4\", \"price\": \"$27.88\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Crucifix Cross Necklace 18K Gold Plated Cross Pendant with 3mm 22\\\" Rope Chain for Men Women\", \"asin\": \"B0C232HLXG\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Italian 5mm Diamond-Cut Figaro Link Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07QGKQC65\", \"price\": \"$37.90\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Personalized Tungsten Carbide Solid Polished Dog Tag Pendant Necklace with Lab Grown Diamond - Custom Engravable, Durable and Stylish Jewelry with 24 Inch Chain\", \"asin\": \"B08XMSNM1K\", \"price\": \"$99.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Initial Pendant Charm \\u2013 Personalized Alphabet Letter Jewelry in 0.80mm or 0.55mm Block Font\", \"asin\": \"B07H5TC3WM\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Compass Pendant Necklace for Men, Gold Silver Stainless Steel Mens Compass Necklaces, Stylish Jewelry Gift for Men Him Her\", \"asin\": \"B0CD3LBZ3C\", \"price\": \"$24.79\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Compass Medallion Charm Pendant\", \"asin\": \"B071H83H9K\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Galis Mens Necklace - Premium Stainless Steel for Men, Non Tarnish with Triangle Black Enamel Pendant, Chain Pendants, Stylish - Gifts for Him 24\\\"\", \"asin\": \"B07QP9GPNF\", \"price\": \"$21.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Italian 925 Sterling Silver Solid 2mm Round Box Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B0BSXJY659\", \"price\": \"$36.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Crucifix Necklace, Jesus Cross Necklace for Men, Christian Jewelry for Men Women, Protection Amulet Pendant\", \"asin\": \"B0DDBK84BH\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Bible Verse Necklaces for Men Women Stainless Steel/18K Gold Plated Prayer Hands Coin Medal Pendant Necklace Christan Jewlery Gift (22-26Inch)\", \"asin\": \"B07L2TBDYR\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Stainless Steel Engravable Dog Tag Pendant with Box Chain Necklace\", \"asin\": \"B0BHM9MCMK\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Custom Name Necklace Personalized 3D Engraved Bar 18K Gold Plated Customized Name Jewelry with Adjustable Chain Charm Birthday Gifts for Women Men\", \"asin\": \"B07HYXKHJS\", \"price\": \"$12.99\", \"delivery\": \"$4.99 delivery Apr 16 - 21\"},\n{\"title\": \"Stainless Steel Men's Engravable Dog Tag Pendant Box Chain Necklace with Cubic Zirconia Stone\", \"asin\": \"B082BJFPDS\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Saint Michael The Archangel White Cubic Zirconia Accented 1\\u201d Medal Pendant Necklace with Rolo Chain and Pendant only\", \"asin\": \"B074MJWN5J\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Solid 925 Sterling Silver Cross Necklace for Men Women, 2mm Diamond-Cut Sterling Silver Chain with Cross Pendant Beveled Edge for Men, Silver Crucifix Cross Necklace Jewelry 16-24 Inches (Cuban Link Curb Chain/Figaro Link Chain/Wheat Chain/Rolo Chain)\", \"asin\": \"B0DM5J1SQW\", \"price\": \"$57.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"12Pcs Stainless Steel Pendant Necklace for Men Cool Goth Necklace Funky Gothic Cross Dog Tag Yin Yang Triangle Pendant Chain Necklace Set Black & Silver Tone \\u2026\", \"asin\": \"B0B6FNBZ2V\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Italian 925 Sterling Silver Cross Necklace for Men, 18k Gold Over Sterling Silver Cross Necklace with World-class Craft 4mm Cuban Link Chain for Men Boys Women, Durable, Colorfast 16-26 Inch\", \"asin\": \"B0DGTC6DJ9\", \"price\": \"$23.09\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Initial A-Z Letter Pendant Necklace for Men 18K Gold Plated Capital Initial Necklace Cuban Link Chain 4mm 20 Inch Jewelry Gift\", \"asin\": \"B0DRCYT26P\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Easter Gifts 925 Sterling Silver Cross Necklace for Boys - Faith Cross Chain Necklaces for Kids Small Dainty Pendant Jewelry Gifts for Teenage, First Communion Baptism Birthday\", \"asin\": \"B0DRJSXW61\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Made by Nami Pendant Necklace for Men 23\\\" Gold & Silver Cuban Link Chain with Pendants for Men High-Quality Stainless Steel Necklace Premium Jewelry Gift for Him (Silver Compass)\", \"asin\": \"B08HM4XQX4\", \"price\": \"$10.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"6 Pcs Stackable Silver Chain Pendant Necklace for Men, Mens Stainless Steel Chain Necklace Jewelry Set (4 Silver Chains+1 Cross Pendant+1 Bar Pendant)\", \"asin\": \"B0D3Z28KNF\", \"price\": \"$12.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Bar Pendant Necklace For Men Stainless Steel Box Chain Pendant Men\\u2019s Necklace Jewelry Length 22inch\", \"asin\": \"B09X1F3H11\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women with 3MM Stainless Steel Strong Durable Wheat Chain 18K White Gold Plated Crucifix Pendant Necklace Jewelry 16-30 Inches\", \"asin\": \"B0BXNSLLHD\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Silver Tone Wheat Chains for Men and Women, 2/2.5/3/4/5mm Stainless Steel Necklace Chain, Mens Necklace 16-28 Inch\", \"asin\": \"B0CMX9HXMP\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Cross Necklace Men - Oxidized Sterling Silver Cross Pendant with Stainless Steel Box Chain Vintage Unique Crucifix Necklaces Silver Jewelry for Mens Women 18-24 Inches\", \"asin\": \"B0DYYPB8RN\", \"price\": \"$34.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Cross Pendant for Men & Women - Cubic Zirconia Cross Pendants Silver Cross Jewelry - Catholic Faith Religious Christian Birthday Gifts\", \"asin\": \"B07JKJJWL3\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Religious Pendant with 21\\\" Extendable Necklace Chain - Compass | Saint Michael | Saint Christopher Pendant\", \"asin\": \"B0CGXLDM87\", \"price\": \"$44.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"3.5mm Silver Tone/Black/14K Gold Plated Cuban Link Chains for Men, Stainless Steel Chain Necklace, Mens Necklaces 16, 18, 20, 22, 24, 26, 28 Inch\", \"asin\": \"B095JQ46X8\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Kercisbeauty Silver Feather Pendant with Chain Necklace Long Necklace for Women Men Unisex\", \"asin\": \"B081JBPL95\", \"price\": \"$8.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Solid S925 Sterling Silver Cross Necklace for Men Women | 2mm Durable Sterling Silver Cuban Link Curb Chain Cross Pendant Necklace | Crucifix Cross Pendant Necklace Jewelry 16-24 Inches\", \"asin\": \"B08866FL2R\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Mens Cross Pendant Necklace Large Stainless Steel Cross Pendant Necklace for Men Women\", \"asin\": \"B089H1QRSS\", \"price\": \"$21.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Serenity Prayer Necklace with Praying Hands Coin Pendant for Men Women Lords Prayer Bible Verse Courage Wisdom Stainless Steel 24 inches\", \"asin\": \"B097CF7R4Y\", \"price\": \"$13.29\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Cross Necklace for Men, Silver Tone Mens Cross Necklaces with 2.5mm Chain, Stainless Steel Wheat Chain, 16-24 Inch\", \"asin\": \"B0D8J9KRNT\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Three Nail Cross Necklace 925 Sterling Silver 3 Nail Cross Pendant Christian Jewelry Gifts for Men 22+2\\\"\", \"asin\": \"B0CL4MNQWM\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Patron Saint Necklace Sterling Silver Amulet Medal Pendant Religious Protector Jewelry Gifts for Women Men\", \"asin\": \"B0BJKJ8BDK\", \"price\": \"$40.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Silver Compass Necklace Compass Pendant Necklace Celtic Knot Compass Necklace Jewelry\", \"asin\": \"B0DF62D2L9\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 2mm, 3mm Diamond-Cut Braided Rope Chain Necklace for Men Women Made in Italy\", \"asin\": \"B07SLLZ1CP\", \"price\": \"$47.90\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Coin Necklace Sterling Silver Vintage Round Circle Disc Dainty Coin Pendant Necklaces for Women (with Gift Box)\", \"asin\": \"B07MW4T4DV\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men Crucifix Cross Pendant with Chain Baptism Christian Jewelry Stainless Steel/18K Gold Antique Jesus Necklace, Gift Packed,Length 22\\\"\", \"asin\": \"B07GZP99C6\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sterling Silver Crucifix Pendant for Men, Catholic Jesus Cross Necklace for Women, 925 Sterling Silver Crucifix Necklace with Jesus Religious Gift for Easter Christmas\", \"asin\": \"B0D28XZJWL\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Jewelry Mandalorian Cut Out 925 Sterling Silver Men's Pendant Necklace\", \"asin\": \"B01KQRXRAG\", \"price\": \"$89.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Silver Chain for Men - Stainless Steel Chains for Mens - Dog Tag Necklace for Pendant, 1-7mm 8-36inches Round Rolo Necklaces for Women\", \"asin\": \"B07QMQZTP6\", \"price\": \"$12.18\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Monogram Necklace A-Z 26 Letters Pendants 18K Gold/Platinum Plated Square Capital Initial Necklaces for Women Men, Resizable Chain 20\\\"-22\\\"\", \"asin\": \"B07H7BCGN1\", \"price\": \"$12.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Saint Religious Necklace for Men Women, Amulet Protect Us Medal Pendant Necklace Catholic Jewelry Gifts for Police Father Son,with Stainless Steel Chain\", \"asin\": \"B0BJVDTY8C\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Baronyka Handmade Coin Pendant Necklace For Men, Silver Plated, Nautical Ship Boat Round Circle, 24\\\" Chain with 2\\\" Extension & Lobster Clasp\", \"asin\": \"B077FWNFTM\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Stainless Steel Cross Crucifix Bible Prayer Pendant Necklace 22+2\\\" Chain\", \"asin\": \"B0713VHY2F\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Cross Pendant Necklace Stainless Steel Gold Silver Byzantine Chain 22-30inch\", \"asin\": \"B00PAA18O2\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sterling Silver Cross Necklace for Men Women 18K Gold Plated Bible Verse Dainty Cross Necklace 2mm Stainless Steel Square Rolo Chain S925 Crucifix Pendant Necklace Faith Jewelry Present 16-26 Inches\", \"asin\": \"B0CCTMJ8C3\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Stainless Steel Cross Pendant Necklace with Wheat Chain\", \"asin\": \"B01N9NAQUM\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:11:48.494Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T01:11:48.494Z
|
input
|
apple watch 表带 silver Gray nylon
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rule
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train
| 103 |
2025-04-08T01:11:48.494Z
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input
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apple watch 表带 silver Gray nylon
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<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
{"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"}
{"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"}
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{"title": "Made by Nami Pendant Necklace for Men 23\" Gold & Silver Cuban Link Chain with Pendants for Men High-Quality Stainless Steel Necklace Premium Jewelry Gift for Him (Silver Compass)", "asin": "B08HM4XQX4", "price": "$10.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "6 Pcs Stackable Silver Chain Pendant Necklace for Men, Mens Stainless Steel Chain Necklace Jewelry Set (4 Silver Chains+1 Cross Pendant+1 Bar Pendant)", "asin": "B0D3Z28KNF", "price": "$12.98", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
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{"title": "925 Sterling Silver Cross Pendant for Men & Women - Cubic Zirconia Cross Pendants Silver Cross Jewelry - Catholic Faith Religious Christian Birthday Gifts", "asin": "B07JKJJWL3", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
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{"title": "3.5mm Silver Tone/Black/14K Gold Plated Cuban Link Chains for Men, Stainless Steel Chain Necklace, Mens Necklaces 16, 18, 20, 22, 24, 26, 28 Inch", "asin": "B095JQ46X8", "price": "$18.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
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{"title": "Solid S925 Sterling Silver Cross Necklace for Men Women | 2mm Durable Sterling Silver Cuban Link Curb Chain Cross Pendant Necklace | Crucifix Cross Pendant Necklace Jewelry 16-24 Inches", "asin": "B08866FL2R", "price": "$42.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Mens Cross Pendant Necklace Large Stainless Steel Cross Pendant Necklace for Men Women", "asin": "B089H1QRSS", "price": "$21.88", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Serenity Prayer Necklace with Praying Hands Coin Pendant for Men Women Lords Prayer Bible Verse Courage Wisdom Stainless Steel 24 inches", "asin": "B097CF7R4Y", "price": "$13.29", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Cross Necklace for Men, Silver Tone Mens Cross Necklaces with 2.5mm Chain, Stainless Steel Wheat Chain, 16-24 Inch", "asin": "B0D8J9KRNT", "price": "$14.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Three Nail Cross Necklace 925 Sterling Silver 3 Nail Cross Pendant Christian Jewelry Gifts for Men 22+2\"", "asin": "B0CL4MNQWM", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Patron Saint Necklace Sterling Silver Amulet Medal Pendant Religious Protector Jewelry Gifts for Women Men", "asin": "B0BJKJ8BDK", "price": "$40.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Mens Silver Compass Necklace Compass Pendant Necklace Celtic Knot Compass Necklace Jewelry", "asin": "B0DF62D2L9", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Solid 925 Sterling Silver Italian 2mm, 3mm Diamond-Cut Braided Rope Chain Necklace for Men Women Made in Italy", "asin": "B07SLLZ1CP", "price": "$47.90", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Coin Necklace Sterling Silver Vintage Round Circle Disc Dainty Coin Pendant Necklaces for Women (with Gift Box)", "asin": "B07MW4T4DV", "price": "$29.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men Crucifix Cross Pendant with Chain Baptism Christian Jewelry Stainless Steel/18K Gold Antique Jesus Necklace, Gift Packed,Length 22\"", "asin": "B07GZP99C6", "price": "$24.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Sterling Silver Crucifix Pendant for Men, Catholic Jesus Cross Necklace for Women, 925 Sterling Silver Crucifix Necklace with Jesus Religious Gift for Easter Christmas", "asin": "B0D28XZJWL", "price": "$39.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Jewelry Mandalorian Cut Out 925 Sterling Silver Men's Pendant Necklace", "asin": "B01KQRXRAG", "price": "$89.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Silver Chain for Men - Stainless Steel Chains for Mens - Dog Tag Necklace for Pendant, 1-7mm 8-36inches Round Rolo Necklaces for Women", "asin": "B07QMQZTP6", "price": "$12.18", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Monogram Necklace A-Z 26 Letters Pendants 18K Gold/Platinum Plated Square Capital Initial Necklaces for Women Men, Resizable Chain 20\"-22\"", "asin": "B07H7BCGN1", "price": "$12.98", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "925 Sterling Silver Saint Religious Necklace for Men Women, Amulet Protect Us Medal Pendant Necklace Catholic Jewelry Gifts for Police Father Son,with Stainless Steel Chain", "asin": "B0BJVDTY8C", "price": "$49.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Baronyka Handmade Coin Pendant Necklace For Men, Silver Plated, Nautical Ship Boat Round Circle, 24\" Chain with 2\" Extension & Lobster Clasp", "asin": "B077FWNFTM", "price": "$21.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Stainless Steel Cross Crucifix Bible Prayer Pendant Necklace 22+2\" Chain", "asin": "B0713VHY2F", "price": "$16.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Cross Pendant Necklace Stainless Steel Gold Silver Byzantine Chain 22-30inch", "asin": "B00PAA18O2", "price": "$17.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Sterling Silver Cross Necklace for Men Women 18K Gold Plated Bible Verse Dainty Cross Necklace 2mm Stainless Steel Square Rolo Chain S925 Crucifix Pendant Necklace Faith Jewelry Present 16-26 Inches", "asin": "B0CCTMJ8C3", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Stainless Steel Cross Pendant Necklace with Wheat Chain", "asin": "B01N9NAQUM", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T01:11:48.494Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T01:11:48.494Z\",\"action\": \"input\",\"acion_argument\": \"apple watch 表带 silver Gray nylon\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T01:11:48.494Z\",\"action\": \"input\",\"acion_argument\": \"apple watch 表带 silver Gray nylon\",}</answer>",
"index": 103,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"Pendant for men, silver, plain\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"HZMAN\\nMens High Polishing Stainless Steel Dog Tag Pendant Necklace 22+2 Inch Link Chain\", \"asin\": \"B01LYMU8ON\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Fiusem\\nCross Necklace for Men, Mens Cross Necklaces with 2.5mm Rope Chain, Stainless Steel Pendant Chain 16-28 Inch\", \"asin\": \"B0CLGXKJCN\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"FaithHeart\\nBraided Leather 2MM/3MM Necklace Cord for Men with Stainless Steel Snap Clasp, Waterproof Woven Wax Rope Chain for Pendant with Delicate Gift Box\", \"asin\": \"B07M5JSFW5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Monily\\nSquare Rolo Chain Necklace Stainless Steel Round Box Necklace for Men & Women\", \"asin\": \"B075GNKZ4Y\", \"price\": \"$11.98\", \"quantity\": \"\"},\n{\"title\": \"LOFITOR\\n925 Sterling Silver Cross Necklace for Men Women with 3MM Stainless Steel Strong Durable Wheat Chain 18K White Gold Plated Beveled Edge Crucifix Pendant Necklace Jewelry Present 16-28 Inches\", \"asin\": \"B0CFR1VQFF\", \"price\": \"$27.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"CaptainSteeL Cross Necklace for Men - Stainless Steel Silver/Gold Plain Cross Pendant Necklace Simple Jewelry Gifts, 24 Inches 3:1 Figaro Link Chain 4/5/6mm Width\", \"asin\": \"B08DTRZQCW\"}],\n\"search_results\": [{\"title\": \"Men's Stainless Steel Engraveable Dog Tag Pendant Necklace\", \"asin\": \"B09Q75Q99D\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Personalized Custom Message Necklace 925 Sterling Silver Round/Heart/Dog Tag Pendant with 18 Inches Chain, Valentine's Day Birthday Gift for Men Women\", \"asin\": \"B087MC1HW6\", \"price\": \"$31.99\", \"delivery\": \"$3.99 delivery Apr 15 - 21\"},\n{\"title\": \"Men's Engraving-Stainless Steel Dog Tag Pendant Necklace with Cubic Zirconia Stone\", \"asin\": \"B07ZK6DGK8\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Compass Necklace for Men Women, Stainless Steel Necklace with Compass Coin Pendant, Gold Silver Mens Necklace Gift Ideal\", \"asin\": \"B0D4QMYFD5\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"S925 Necklace Birthstone Compass Gift for Women Jewelry Sterling Silver Necklace for Wife Wedding Anniversary Girlfriend Birthday Gifts for Her Valentines Day Mom Mothers Day\", \"asin\": \"B0DBQDWFLX\", \"price\": \"$52.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Compass Necklace for Women Men Nautical Pendant Jewelry Gift for Adventurers Compass Jewelry\", \"asin\": \"B0DBTGS4W4\", \"price\": \"$36.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women, 5MM Durable Stainless Steel Diamond Cut Cuban Link Curb Chain with Silver Cross Pendant, Mens Cross Crucifix Necklaces Jewelry 16-30 Inches\", \"asin\": \"B0DLVPKFK2\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Medium Fish Hook Silver Pendant \\u2013 Premium Sterling Silver Jewelry Hooks \\u2013 Superb Realistic Design \\u2013 Modern and Unique \\u2013 Ideal Present Choice for Men and Women\", \"asin\": \"B004ZB9470\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 19 - 23 for Prime members\"},\n{\"title\": \"925 Sterling Silver Saint Michael The Archangel White Cubic Zirconia Accented 1\\u201d Medal Pendant Necklace with Rolo Chain and Pendant only\", \"asin\": \"B074MJWN5J\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Minimalist Stainless Steel and Solid Onyx Inlay Pendant | 21 Inch Rolo Chain | Design-Led Artisan Jewelry, from London\", \"asin\": \"B0D1VRRBKL\", \"price\": \"$44.95\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Mens High Polishing Stainless Steel Dog Tag Pendant Necklace 22+2 Inch Link Chain\", \"asin\": \"B01LYMU8ON\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Large Personalized Engravable Military Army Dog Tag Pendant Necklace for Men Polished Silver Tone Stainless Steel Beveled Edge with Bead Ball Chain 24 Inch\", \"asin\": \"B00CXYYDZO\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Compass Necklace for Men, Stainless Steel Pendant Necklace, Adjustable Chain, Unique Navigator Design, Perfect Gift for Adventure Lovers\", \"asin\": \"B0DPCSGMY1\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry\", \"asin\": \"B09YNCRJ6J\", \"price\": \"$15.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Sacred Symbolism: Embrace Faith with Claddagh Gold Sterling Silver Cross Pendant - Choose Your Perfect Size (S-L)\", \"asin\": \"B07MJM6F51\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"COSUMOSU 1.41inch 925 Sterling Silver Cross Pendant Religious Gifts\", \"asin\": \"B0CCSVJPW4\", \"price\": \"$27.88\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Crucifix Cross Necklace 18K Gold Plated Cross Pendant with 3mm 22\\\" Rope Chain for Men Women\", \"asin\": \"B0C232HLXG\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Italian 5mm Diamond-Cut Figaro Link Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07QGKQC65\", \"price\": \"$37.90\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Personalized Tungsten Carbide Solid Polished Dog Tag Pendant Necklace with Lab Grown Diamond - Custom Engravable, Durable and Stylish Jewelry with 24 Inch Chain\", \"asin\": \"B08XMSNM1K\", \"price\": \"$99.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Initial Pendant Charm \\u2013 Personalized Alphabet Letter Jewelry in 0.80mm or 0.55mm Block Font\", \"asin\": \"B07H5TC3WM\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Compass Pendant Necklace for Men, Gold Silver Stainless Steel Mens Compass Necklaces, Stylish Jewelry Gift for Men Him Her\", \"asin\": \"B0CD3LBZ3C\", \"price\": \"$24.79\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Compass Medallion Charm Pendant\", \"asin\": \"B071H83H9K\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Galis Mens Necklace - Premium Stainless Steel for Men, Non Tarnish with Triangle Black Enamel Pendant, Chain Pendants, Stylish - Gifts for Him 24\\\"\", \"asin\": \"B07QP9GPNF\", \"price\": \"$21.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Italian 925 Sterling Silver Solid 2mm Round Box Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B0BSXJY659\", \"price\": \"$36.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Crucifix Necklace, Jesus Cross Necklace for Men, Christian Jewelry for Men Women, Protection Amulet Pendant\", \"asin\": \"B0DDBK84BH\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Bible Verse Necklaces for Men Women Stainless Steel/18K Gold Plated Prayer Hands Coin Medal Pendant Necklace Christan Jewlery Gift (22-26Inch)\", \"asin\": \"B07L2TBDYR\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Stainless Steel Engravable Dog Tag Pendant with Box Chain Necklace\", \"asin\": \"B0BHM9MCMK\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Custom Name Necklace Personalized 3D Engraved Bar 18K Gold Plated Customized Name Jewelry with Adjustable Chain Charm Birthday Gifts for Women Men\", \"asin\": \"B07HYXKHJS\", \"price\": \"$12.99\", \"delivery\": \"$4.99 delivery Apr 16 - 21\"},\n{\"title\": \"Stainless Steel Men's Engravable Dog Tag Pendant Box Chain Necklace with Cubic Zirconia Stone\", \"asin\": \"B082BJFPDS\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Saint Michael The Archangel White Cubic Zirconia Accented 1\\u201d Medal Pendant Necklace with Rolo Chain and Pendant only\", \"asin\": \"B074MJWN5J\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Solid 925 Sterling Silver Cross Necklace for Men Women, 2mm Diamond-Cut Sterling Silver Chain with Cross Pendant Beveled Edge for Men, Silver Crucifix Cross Necklace Jewelry 16-24 Inches (Cuban Link Curb Chain/Figaro Link Chain/Wheat Chain/Rolo Chain)\", \"asin\": \"B0DM5J1SQW\", \"price\": \"$57.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"12Pcs Stainless Steel Pendant Necklace for Men Cool Goth Necklace Funky Gothic Cross Dog Tag Yin Yang Triangle Pendant Chain Necklace Set Black & Silver Tone \\u2026\", \"asin\": \"B0B6FNBZ2V\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Italian 925 Sterling Silver Cross Necklace for Men, 18k Gold Over Sterling Silver Cross Necklace with World-class Craft 4mm Cuban Link Chain for Men Boys Women, Durable, Colorfast 16-26 Inch\", \"asin\": \"B0DGTC6DJ9\", \"price\": \"$23.09\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Initial A-Z Letter Pendant Necklace for Men 18K Gold Plated Capital Initial Necklace Cuban Link Chain 4mm 20 Inch Jewelry Gift\", \"asin\": \"B0DRCYT26P\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Easter Gifts 925 Sterling Silver Cross Necklace for Boys - Faith Cross Chain Necklaces for Kids Small Dainty Pendant Jewelry Gifts for Teenage, First Communion Baptism Birthday\", \"asin\": \"B0DRJSXW61\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Made by Nami Pendant Necklace for Men 23\\\" Gold & Silver Cuban Link Chain with Pendants for Men High-Quality Stainless Steel Necklace Premium Jewelry Gift for Him (Silver Compass)\", \"asin\": \"B08HM4XQX4\", \"price\": \"$10.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"6 Pcs Stackable Silver Chain Pendant Necklace for Men, Mens Stainless Steel Chain Necklace Jewelry Set (4 Silver Chains+1 Cross Pendant+1 Bar Pendant)\", \"asin\": \"B0D3Z28KNF\", \"price\": \"$12.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Bar Pendant Necklace For Men Stainless Steel Box Chain Pendant Men\\u2019s Necklace Jewelry Length 22inch\", \"asin\": \"B09X1F3H11\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women with 3MM Stainless Steel Strong Durable Wheat Chain 18K White Gold Plated Crucifix Pendant Necklace Jewelry 16-30 Inches\", \"asin\": \"B0BXNSLLHD\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Silver Tone Wheat Chains for Men and Women, 2/2.5/3/4/5mm Stainless Steel Necklace Chain, Mens Necklace 16-28 Inch\", \"asin\": \"B0CMX9HXMP\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Cross Necklace Men - Oxidized Sterling Silver Cross Pendant with Stainless Steel Box Chain Vintage Unique Crucifix Necklaces Silver Jewelry for Mens Women 18-24 Inches\", \"asin\": \"B0DYYPB8RN\", \"price\": \"$34.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Cross Pendant for Men & Women - Cubic Zirconia Cross Pendants Silver Cross Jewelry - Catholic Faith Religious Christian Birthday Gifts\", \"asin\": \"B07JKJJWL3\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Religious Pendant with 21\\\" Extendable Necklace Chain - Compass | Saint Michael | Saint Christopher Pendant\", \"asin\": \"B0CGXLDM87\", \"price\": \"$44.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"3.5mm Silver Tone/Black/14K Gold Plated Cuban Link Chains for Men, Stainless Steel Chain Necklace, Mens Necklaces 16, 18, 20, 22, 24, 26, 28 Inch\", \"asin\": \"B095JQ46X8\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Kercisbeauty Silver Feather Pendant with Chain Necklace Long Necklace for Women Men Unisex\", \"asin\": \"B081JBPL95\", \"price\": \"$8.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Solid S925 Sterling Silver Cross Necklace for Men Women | 2mm Durable Sterling Silver Cuban Link Curb Chain Cross Pendant Necklace | Crucifix Cross Pendant Necklace Jewelry 16-24 Inches\", \"asin\": \"B08866FL2R\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Mens Cross Pendant Necklace Large Stainless Steel Cross Pendant Necklace for Men Women\", \"asin\": \"B089H1QRSS\", \"price\": \"$21.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Serenity Prayer Necklace with Praying Hands Coin Pendant for Men Women Lords Prayer Bible Verse Courage Wisdom Stainless Steel 24 inches\", \"asin\": \"B097CF7R4Y\", \"price\": \"$13.29\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Cross Necklace for Men, Silver Tone Mens Cross Necklaces with 2.5mm Chain, Stainless Steel Wheat Chain, 16-24 Inch\", \"asin\": \"B0D8J9KRNT\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Three Nail Cross Necklace 925 Sterling Silver 3 Nail Cross Pendant Christian Jewelry Gifts for Men 22+2\\\"\", \"asin\": \"B0CL4MNQWM\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Patron Saint Necklace Sterling Silver Amulet Medal Pendant Religious Protector Jewelry Gifts for Women Men\", \"asin\": \"B0BJKJ8BDK\", \"price\": \"$40.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Silver Compass Necklace Compass Pendant Necklace Celtic Knot Compass Necklace Jewelry\", \"asin\": \"B0DF62D2L9\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 2mm, 3mm Diamond-Cut Braided Rope Chain Necklace for Men Women Made in Italy\", \"asin\": \"B07SLLZ1CP\", \"price\": \"$47.90\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Coin Necklace Sterling Silver Vintage Round Circle Disc Dainty Coin Pendant Necklaces for Women (with Gift Box)\", \"asin\": \"B07MW4T4DV\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men Crucifix Cross Pendant with Chain Baptism Christian Jewelry Stainless Steel/18K Gold Antique Jesus Necklace, Gift Packed,Length 22\\\"\", \"asin\": \"B07GZP99C6\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sterling Silver Crucifix Pendant for Men, Catholic Jesus Cross Necklace for Women, 925 Sterling Silver Crucifix Necklace with Jesus Religious Gift for Easter Christmas\", \"asin\": \"B0D28XZJWL\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Jewelry Mandalorian Cut Out 925 Sterling Silver Men's Pendant Necklace\", \"asin\": \"B01KQRXRAG\", \"price\": \"$89.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Silver Chain for Men - Stainless Steel Chains for Mens - Dog Tag Necklace for Pendant, 1-7mm 8-36inches Round Rolo Necklaces for Women\", \"asin\": \"B07QMQZTP6\", \"price\": \"$12.18\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Monogram Necklace A-Z 26 Letters Pendants 18K Gold/Platinum Plated Square Capital Initial Necklaces for Women Men, Resizable Chain 20\\\"-22\\\"\", \"asin\": \"B07H7BCGN1\", \"price\": \"$12.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Saint Religious Necklace for Men Women, Amulet Protect Us Medal Pendant Necklace Catholic Jewelry Gifts for Police Father Son,with Stainless Steel Chain\", \"asin\": \"B0BJVDTY8C\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Baronyka Handmade Coin Pendant Necklace For Men, Silver Plated, Nautical Ship Boat Round Circle, 24\\\" Chain with 2\\\" Extension & Lobster Clasp\", \"asin\": \"B077FWNFTM\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Stainless Steel Cross Crucifix Bible Prayer Pendant Necklace 22+2\\\" Chain\", \"asin\": \"B0713VHY2F\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Cross Pendant Necklace Stainless Steel Gold Silver Byzantine Chain 22-30inch\", \"asin\": \"B00PAA18O2\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sterling Silver Cross Necklace for Men Women 18K Gold Plated Bible Verse Dainty Cross Necklace 2mm Stainless Steel Square Rolo Chain S925 Crucifix Pendant Necklace Faith Jewelry Present 16-26 Inches\", \"asin\": \"B0CCTMJ8C3\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Stainless Steel Cross Pendant Necklace with Wheat Chain\", \"asin\": \"B01N9NAQUM\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:11:48.494Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": 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21\"},\n{\"title\": \"Stainless Steel Men's Engravable Dog Tag Pendant Box Chain Necklace with Cubic Zirconia Stone\", \"asin\": \"B082BJFPDS\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Saint Michael The Archangel White Cubic Zirconia Accented 1\\u201d Medal Pendant Necklace with Rolo Chain and Pendant only\", \"asin\": \"B074MJWN5J\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Solid 925 Sterling Silver Cross Necklace for Men Women, 2mm Diamond-Cut Sterling Silver Chain with Cross Pendant Beveled Edge for Men, Silver Crucifix Cross Necklace Jewelry 16-24 Inches (Cuban Link Curb Chain/Figaro Link Chain/Wheat Chain/Rolo Chain)\", \"asin\": \"B0DM5J1SQW\", \"price\": \"$57.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"12Pcs Stainless Steel Pendant Necklace for Men Cool Goth Necklace Funky Gothic Cross Dog Tag Yin Yang Triangle Pendant Chain Necklace Set Black & Silver Tone \\u2026\", \"asin\": \"B0B6FNBZ2V\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Italian 925 Sterling Silver Cross Necklace for Men, 18k Gold Over Sterling Silver Cross Necklace with World-class Craft 4mm Cuban Link Chain for Men Boys Women, Durable, Colorfast 16-26 Inch\", \"asin\": \"B0DGTC6DJ9\", \"price\": \"$23.09\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Initial A-Z Letter Pendant Necklace for Men 18K Gold Plated Capital Initial Necklace Cuban Link Chain 4mm 20 Inch Jewelry Gift\", \"asin\": \"B0DRCYT26P\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Easter Gifts 925 Sterling Silver Cross Necklace for Boys - Faith Cross Chain Necklaces for Kids Small Dainty Pendant Jewelry Gifts for Teenage, First Communion Baptism Birthday\", \"asin\": \"B0DRJSXW61\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Made by Nami Pendant Necklace for Men 23\\\" Gold & Silver Cuban Link Chain with Pendants for Men High-Quality Stainless Steel Necklace Premium Jewelry Gift for Him (Silver Compass)\", \"asin\": \"B08HM4XQX4\", \"price\": \"$10.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"6 Pcs Stackable Silver Chain Pendant Necklace for Men, Mens Stainless Steel Chain Necklace Jewelry Set (4 Silver Chains+1 Cross Pendant+1 Bar Pendant)\", \"asin\": \"B0D3Z28KNF\", \"price\": \"$12.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Bar Pendant Necklace For Men Stainless Steel Box Chain Pendant Men\\u2019s Necklace Jewelry Length 22inch\", \"asin\": \"B09X1F3H11\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women with 3MM Stainless Steel Strong Durable Wheat Chain 18K White Gold Plated Crucifix Pendant Necklace Jewelry 16-30 Inches\", \"asin\": \"B0BXNSLLHD\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Silver Tone Wheat Chains for Men and Women, 2/2.5/3/4/5mm Stainless Steel Necklace Chain, Mens Necklace 16-28 Inch\", \"asin\": \"B0CMX9HXMP\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Cross Necklace Men - Oxidized Sterling Silver Cross Pendant with Stainless Steel Box Chain Vintage Unique Crucifix Necklaces Silver Jewelry for Mens Women 18-24 Inches\", \"asin\": \"B0DYYPB8RN\", \"price\": \"$34.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Cross Pendant for Men & Women - Cubic Zirconia Cross Pendants Silver Cross Jewelry - Catholic Faith Religious Christian Birthday Gifts\", \"asin\": \"B07JKJJWL3\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Religious Pendant with 21\\\" Extendable Necklace Chain - Compass | Saint Michael | Saint Christopher Pendant\", \"asin\": \"B0CGXLDM87\", \"price\": \"$44.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"3.5mm Silver Tone/Black/14K Gold Plated Cuban Link Chains for Men, Stainless Steel Chain Necklace, Mens Necklaces 16, 18, 20, 22, 24, 26, 28 Inch\", \"asin\": \"B095JQ46X8\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Kercisbeauty Silver Feather Pendant with Chain Necklace Long Necklace for Women Men Unisex\", \"asin\": \"B081JBPL95\", \"price\": \"$8.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Solid S925 Sterling Silver Cross Necklace for Men Women | 2mm Durable Sterling Silver Cuban Link Curb Chain Cross Pendant Necklace | Crucifix Cross Pendant Necklace Jewelry 16-24 Inches\", \"asin\": \"B08866FL2R\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Mens Cross Pendant Necklace Large Stainless Steel Cross Pendant Necklace for Men Women\", \"asin\": \"B089H1QRSS\", \"price\": \"$21.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Serenity Prayer Necklace with Praying Hands Coin Pendant for Men Women Lords Prayer Bible Verse Courage Wisdom Stainless Steel 24 inches\", \"asin\": \"B097CF7R4Y\", \"price\": \"$13.29\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Cross Necklace for Men, Silver Tone Mens Cross Necklaces with 2.5mm Chain, Stainless Steel Wheat Chain, 16-24 Inch\", \"asin\": \"B0D8J9KRNT\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Three Nail Cross Necklace 925 Sterling Silver 3 Nail Cross Pendant Christian Jewelry Gifts for Men 22+2\\\"\", \"asin\": \"B0CL4MNQWM\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Patron Saint Necklace Sterling Silver Amulet Medal Pendant Religious Protector Jewelry Gifts for Women Men\", \"asin\": \"B0BJKJ8BDK\", \"price\": \"$40.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Silver Compass Necklace Compass Pendant Necklace Celtic Knot Compass Necklace Jewelry\", \"asin\": \"B0DF62D2L9\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 2mm, 3mm Diamond-Cut Braided Rope Chain Necklace for Men Women Made in Italy\", \"asin\": \"B07SLLZ1CP\", \"price\": \"$47.90\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Coin Necklace Sterling Silver Vintage Round Circle Disc Dainty Coin Pendant Necklaces for Women (with Gift Box)\", \"asin\": \"B07MW4T4DV\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men Crucifix Cross Pendant with Chain Baptism Christian Jewelry Stainless Steel/18K Gold Antique Jesus Necklace, Gift Packed,Length 22\\\"\", \"asin\": \"B07GZP99C6\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sterling Silver Crucifix Pendant for Men, Catholic Jesus Cross Necklace for Women, 925 Sterling Silver Crucifix Necklace with Jesus Religious Gift for Easter Christmas\", \"asin\": \"B0D28XZJWL\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Jewelry Mandalorian Cut Out 925 Sterling Silver Men's Pendant Necklace\", \"asin\": \"B01KQRXRAG\", \"price\": \"$89.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Silver Chain for Men - Stainless Steel Chains for Mens - Dog Tag Necklace for Pendant, 1-7mm 8-36inches Round Rolo Necklaces for Women\", \"asin\": \"B07QMQZTP6\", \"price\": \"$12.18\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Monogram Necklace A-Z 26 Letters Pendants 18K Gold/Platinum Plated Square Capital Initial Necklaces for Women Men, Resizable Chain 20\\\"-22\\\"\", \"asin\": \"B07H7BCGN1\", \"price\": \"$12.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Saint Religious Necklace for Men Women, Amulet Protect Us Medal Pendant Necklace Catholic Jewelry Gifts for Police Father Son,with Stainless Steel Chain\", \"asin\": \"B0BJVDTY8C\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Baronyka Handmade Coin Pendant Necklace For Men, Silver Plated, Nautical Ship Boat Round Circle, 24\\\" Chain with 2\\\" Extension & Lobster Clasp\", \"asin\": \"B077FWNFTM\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Stainless Steel Cross Crucifix Bible Prayer Pendant Necklace 22+2\\\" Chain\", \"asin\": \"B0713VHY2F\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Cross Pendant Necklace Stainless Steel Gold Silver Byzantine Chain 22-30inch\", \"asin\": \"B00PAA18O2\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sterling Silver Cross Necklace for Men Women 18K Gold Plated Bible Verse Dainty Cross Necklace 2mm Stainless Steel Square Rolo Chain S925 Crucifix Pendant Necklace Faith Jewelry Present 16-26 Inches\", \"asin\": \"B0CCTMJ8C3\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Stainless Steel Cross Pendant Necklace with Wheat Chain\", \"asin\": \"B01N9NAQUM\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:11:48.790Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T01:11:48.790Z
|
click
|
search
|
rule
|
train
| 104 |
2025-04-08T01:11:48.790Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
{"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"}
{"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"}
{"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"}
{"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"}
{"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"}
{"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"}
{"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}
{"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"}
{"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"}
{"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"}
{"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"}
{"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"}
{"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"}
{"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"}
{"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"}
{"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"}
{"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"}
{"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"}
{"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "apple watch \u8868\u5e26 silver Gray nylon"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"promotion_items": [{"title": "HZMAN\nMens High Polishing Stainless Steel Dog Tag Pendant Necklace 22+2 Inch Link Chain", "asin": "B01LYMU8ON", "price": "$11.99", "quantity": ""},
{"title": "Fiusem\nCross Necklace for Men, Mens Cross Necklaces with 2.5mm Rope Chain, Stainless Steel Pendant Chain 16-28 Inch", "asin": "B0CLGXKJCN", "price": "$9.79", "quantity": ""},
{"title": "FaithHeart\nBraided Leather 2MM/3MM Necklace Cord for Men with Stainless Steel Snap Clasp, Waterproof Woven Wax Rope Chain for Pendant with Delicate Gift Box", "asin": "B07M5JSFW5", "price": "$15.99", "quantity": ""},
{"title": "Monily\nSquare Rolo Chain Necklace Stainless Steel Round Box Necklace for Men & Women", "asin": "B075GNKZ4Y", "price": "$11.98", "quantity": ""},
{"title": "LOFITOR\n925 Sterling Silver Cross Necklace for Men Women with 3MM Stainless Steel Strong Durable Wheat Chain 18K White Gold Plated Beveled Edge Crucifix Pendant Necklace Jewelry Present 16-28 Inches", "asin": "B0CFR1VQFF", "price": "$27.99", "quantity": ""}],
"ads": [{"title": "CaptainSteeL Cross Necklace for Men - Stainless Steel Silver/Gold Plain Cross Pendant Necklace Simple Jewelry Gifts, 24 Inches 3:1 Figaro Link Chain 4/5/6mm Width", "asin": "B08DTRZQCW"}],
"search_results": [{"title": "Men's Stainless Steel Engraveable Dog Tag Pendant Necklace", "asin": "B09Q75Q99D", "price": "$23.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Personalized Custom Message Necklace 925 Sterling Silver Round/Heart/Dog Tag Pendant with 18 Inches Chain, Valentine's Day Birthday Gift for Men Women", "asin": "B087MC1HW6", "price": "$31.99", "delivery": "$3.99 delivery Apr 15 - 21"},
{"title": "Men's Engraving-Stainless Steel Dog Tag Pendant Necklace with Cubic Zirconia Stone", "asin": "B07ZK6DGK8", "price": "$24.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Compass Necklace for Men Women, Stainless Steel Necklace with Compass Coin Pendant, Gold Silver Mens Necklace Gift Ideal", "asin": "B0D4QMYFD5", "price": "$20.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "S925 Necklace Birthstone Compass Gift for Women Jewelry Sterling Silver Necklace for Wife Wedding Anniversary Girlfriend Birthday Gifts for Her Valentines Day Mom Mothers Day", "asin": "B0DBQDWFLX", "price": "$52.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "925 Sterling Silver Compass Necklace for Women Men Nautical Pendant Jewelry Gift for Adventurers Compass Jewelry", "asin": "B0DBTGS4W4", "price": "$36.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "925 Sterling Silver Cross Necklace for Men Women, 5MM Durable Stainless Steel Diamond Cut Cuban Link Curb Chain with Silver Cross Pendant, Mens Cross Crucifix Necklaces Jewelry 16-30 Inches", "asin": "B0DLVPKFK2", "price": "$27.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Medium Fish Hook Silver Pendant \u2013 Premium Sterling Silver Jewelry Hooks \u2013 Superb Realistic Design \u2013 Modern and Unique \u2013 Ideal Present Choice for Men and Women", "asin": "B004ZB9470", "price": "$37.99", "delivery": "FREE delivery Apr 19 - 23 for Prime members"},
{"title": "925 Sterling Silver Saint Michael The Archangel White Cubic Zirconia Accented 1\u201d Medal Pendant Necklace with Rolo Chain and Pendant only", "asin": "B074MJWN5J", "price": "$24.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Minimalist Stainless Steel and Solid Onyx Inlay Pendant | 21 Inch Rolo Chain | Design-Led Artisan Jewelry, from London", "asin": "B0D1VRRBKL", "price": "$44.95", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Mens High Polishing Stainless Steel Dog Tag Pendant Necklace 22+2 Inch Link Chain", "asin": "B01LYMU8ON", "price": "$11.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Large Personalized Engravable Military Army Dog Tag Pendant Necklace for Men Polished Silver Tone Stainless Steel Beveled Edge with Bead Ball Chain 24 Inch", "asin": "B00CXYYDZO", "price": "$17.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Compass Necklace for Men, Stainless Steel Pendant Necklace, Adjustable Chain, Unique Navigator Design, Perfect Gift for Adventure Lovers", "asin": "B0DPCSGMY1", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry", "asin": "B09YNCRJ6J", "price": "$15.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Sacred Symbolism: Embrace Faith with Claddagh Gold Sterling Silver Cross Pendant - Choose Your Perfect Size (S-L)", "asin": "B07MJM6F51", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "COSUMOSU 1.41inch 925 Sterling Silver Cross Pendant Religious Gifts", "asin": "B0CCSVJPW4", "price": "$27.88", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Crucifix Cross Necklace 18K Gold Plated Cross Pendant with 3mm 22\" Rope Chain for Men Women", "asin": "B0C232HLXG", "price": "$17.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "925 Sterling Silver Italian 5mm Diamond-Cut Figaro Link Chain Necklace for Women Men, Made in Italy", "asin": "B07QGKQC65", "price": "$37.90", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Personalized Tungsten Carbide Solid Polished Dog Tag Pendant Necklace with Lab Grown Diamond - Custom Engravable, Durable and Stylish Jewelry with 24 Inch Chain", "asin": "B08XMSNM1K", "price": "$99.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "925 Sterling Silver Initial Pendant Charm \u2013 Personalized Alphabet Letter Jewelry in 0.80mm or 0.55mm Block Font", "asin": "B07H5TC3WM", "price": "$24.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Compass Pendant Necklace for Men, Gold Silver Stainless Steel Mens Compass Necklaces, Stylish Jewelry Gift for Men Him Her", "asin": "B0CD3LBZ3C", "price": "$24.79", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "925 Sterling Silver Compass Medallion Charm Pendant", "asin": "B071H83H9K", "price": "$24.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Galis Mens Necklace - Premium Stainless Steel for Men, Non Tarnish with Triangle Black Enamel Pendant, Chain Pendants, Stylish - Gifts for Him 24\"", "asin": "B07QP9GPNF", "price": "$21.98", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Italian 925 Sterling Silver Solid 2mm Round Box Chain Necklace for Women Men, Made in Italy", "asin": "B0BSXJY659", "price": "$36.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "925 Sterling Silver Crucifix Necklace, Jesus Cross Necklace for Men, Christian Jewelry for Men Women, Protection Amulet Pendant", "asin": "B0DDBK84BH", "price": "$54.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Bible Verse Necklaces for Men Women Stainless Steel/18K Gold Plated Prayer Hands Coin Medal Pendant Necklace Christan Jewlery Gift (22-26Inch)", "asin": "B07L2TBDYR", "price": "$21.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Stainless Steel Engravable Dog Tag Pendant with Box Chain Necklace", "asin": "B0BHM9MCMK", "price": "$28.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Custom Name Necklace Personalized 3D Engraved Bar 18K Gold Plated Customized Name Jewelry with Adjustable Chain Charm Birthday Gifts for Women Men", "asin": "B07HYXKHJS", "price": "$12.99", "delivery": "$4.99 delivery Apr 16 - 21"},
{"title": "Stainless Steel Men's Engravable Dog Tag Pendant Box Chain Necklace with Cubic Zirconia Stone", "asin": "B082BJFPDS", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "925 Sterling Silver Saint Michael The Archangel White Cubic Zirconia Accented 1\u201d Medal Pendant Necklace with Rolo Chain and Pendant only", "asin": "B074MJWN5J", "price": "$24.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Solid 925 Sterling Silver Cross Necklace for Men Women, 2mm Diamond-Cut Sterling Silver Chain with Cross Pendant Beveled Edge for Men, Silver Crucifix Cross Necklace Jewelry 16-24 Inches (Cuban Link Curb Chain/Figaro Link Chain/Wheat Chain/Rolo Chain)", "asin": "B0DM5J1SQW", "price": "$57.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "12Pcs Stainless Steel Pendant Necklace for Men Cool Goth Necklace Funky Gothic Cross Dog Tag Yin Yang Triangle Pendant Chain Necklace Set Black & Silver Tone \u2026", "asin": "B0B6FNBZ2V", "price": "$15.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Italian 925 Sterling Silver Cross Necklace for Men, 18k Gold Over Sterling Silver Cross Necklace with World-class Craft 4mm Cuban Link Chain for Men Boys Women, Durable, Colorfast 16-26 Inch", "asin": "B0DGTC6DJ9", "price": "$23.09", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Initial A-Z Letter Pendant Necklace for Men 18K Gold Plated Capital Initial Necklace Cuban Link Chain 4mm 20 Inch Jewelry Gift", "asin": "B0DRCYT26P", "price": "$12.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Easter Gifts 925 Sterling Silver Cross Necklace for Boys - Faith Cross Chain Necklaces for Kids Small Dainty Pendant Jewelry Gifts for Teenage, First Communion Baptism Birthday", "asin": "B0DRJSXW61", "price": "$19.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Made by Nami Pendant Necklace for Men 23\" Gold & Silver Cuban Link Chain with Pendants for Men High-Quality Stainless Steel Necklace Premium Jewelry Gift for Him (Silver Compass)", "asin": "B08HM4XQX4", "price": "$10.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "6 Pcs Stackable Silver Chain Pendant Necklace for Men, Mens Stainless Steel Chain Necklace Jewelry Set (4 Silver Chains+1 Cross Pendant+1 Bar Pendant)", "asin": "B0D3Z28KNF", "price": "$12.98", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Bar Pendant Necklace For Men Stainless Steel Box Chain Pendant Men\u2019s Necklace Jewelry Length 22inch", "asin": "B09X1F3H11", "price": "$12.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "925 Sterling Silver Cross Necklace for Men Women with 3MM Stainless Steel Strong Durable Wheat Chain 18K White Gold Plated Crucifix Pendant Necklace Jewelry 16-30 Inches", "asin": "B0BXNSLLHD", "price": "$27.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Silver Tone Wheat Chains for Men and Women, 2/2.5/3/4/5mm Stainless Steel Necklace Chain, Mens Necklace 16-28 Inch", "asin": "B0CMX9HXMP", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "925 Sterling Silver Cross Necklace Men - Oxidized Sterling Silver Cross Pendant with Stainless Steel Box Chain Vintage Unique Crucifix Necklaces Silver Jewelry for Mens Women 18-24 Inches", "asin": "B0DYYPB8RN", "price": "$34.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "925 Sterling Silver Cross Pendant for Men & Women - Cubic Zirconia Cross Pendants Silver Cross Jewelry - Catholic Faith Religious Christian Birthday Gifts", "asin": "B07JKJJWL3", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Religious Pendant with 21\" Extendable Necklace Chain - Compass | Saint Michael | Saint Christopher Pendant", "asin": "B0CGXLDM87", "price": "$44.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "3.5mm Silver Tone/Black/14K Gold Plated Cuban Link Chains for Men, Stainless Steel Chain Necklace, Mens Necklaces 16, 18, 20, 22, 24, 26, 28 Inch", "asin": "B095JQ46X8", "price": "$18.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Kercisbeauty Silver Feather Pendant with Chain Necklace Long Necklace for Women Men Unisex", "asin": "B081JBPL95", "price": "$8.98", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Solid S925 Sterling Silver Cross Necklace for Men Women | 2mm Durable Sterling Silver Cuban Link Curb Chain Cross Pendant Necklace | Crucifix Cross Pendant Necklace Jewelry 16-24 Inches", "asin": "B08866FL2R", "price": "$42.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Mens Cross Pendant Necklace Large Stainless Steel Cross Pendant Necklace for Men Women", "asin": "B089H1QRSS", "price": "$21.88", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Serenity Prayer Necklace with Praying Hands Coin Pendant for Men Women Lords Prayer Bible Verse Courage Wisdom Stainless Steel 24 inches", "asin": "B097CF7R4Y", "price": "$13.29", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Cross Necklace for Men, Silver Tone Mens Cross Necklaces with 2.5mm Chain, Stainless Steel Wheat Chain, 16-24 Inch", "asin": "B0D8J9KRNT", "price": "$14.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Three Nail Cross Necklace 925 Sterling Silver 3 Nail Cross Pendant Christian Jewelry Gifts for Men 22+2\"", "asin": "B0CL4MNQWM", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Patron Saint Necklace Sterling Silver Amulet Medal Pendant Religious Protector Jewelry Gifts for Women Men", "asin": "B0BJKJ8BDK", "price": "$40.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Mens Silver Compass Necklace Compass Pendant Necklace Celtic Knot Compass Necklace Jewelry", "asin": "B0DF62D2L9", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Solid 925 Sterling Silver Italian 2mm, 3mm Diamond-Cut Braided Rope Chain Necklace for Men Women Made in Italy", "asin": "B07SLLZ1CP", "price": "$47.90", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Coin Necklace Sterling Silver Vintage Round Circle Disc Dainty Coin Pendant Necklaces for Women (with Gift Box)", "asin": "B07MW4T4DV", "price": "$29.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men Crucifix Cross Pendant with Chain Baptism Christian Jewelry Stainless Steel/18K Gold Antique Jesus Necklace, Gift Packed,Length 22\"", "asin": "B07GZP99C6", "price": "$24.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Sterling Silver Crucifix Pendant for Men, Catholic Jesus Cross Necklace for Women, 925 Sterling Silver Crucifix Necklace with Jesus Religious Gift for Easter Christmas", "asin": "B0D28XZJWL", "price": "$39.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Jewelry Mandalorian Cut Out 925 Sterling Silver Men's Pendant Necklace", "asin": "B01KQRXRAG", "price": "$89.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Silver Chain for Men - Stainless Steel Chains for Mens - Dog Tag Necklace for Pendant, 1-7mm 8-36inches Round Rolo Necklaces for Women", "asin": "B07QMQZTP6", "price": "$12.18", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Monogram Necklace A-Z 26 Letters Pendants 18K Gold/Platinum Plated Square Capital Initial Necklaces for Women Men, Resizable Chain 20\"-22\"", "asin": "B07H7BCGN1", "price": "$12.98", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "925 Sterling Silver Saint Religious Necklace for Men Women, Amulet Protect Us Medal Pendant Necklace Catholic Jewelry Gifts for Police Father Son,with Stainless Steel Chain", "asin": "B0BJVDTY8C", "price": "$49.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Baronyka Handmade Coin Pendant Necklace For Men, Silver Plated, Nautical Ship Boat Round Circle, 24\" Chain with 2\" Extension & Lobster Clasp", "asin": "B077FWNFTM", "price": "$21.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Stainless Steel Cross Crucifix Bible Prayer Pendant Necklace 22+2\" Chain", "asin": "B0713VHY2F", "price": "$16.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Cross Pendant Necklace Stainless Steel Gold Silver Byzantine Chain 22-30inch", "asin": "B00PAA18O2", "price": "$17.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Sterling Silver Cross Necklace for Men Women 18K Gold Plated Bible Verse Dainty Cross Necklace 2mm Stainless Steel Square Rolo Chain S925 Crucifix Pendant Necklace Faith Jewelry Present 16-26 Inches", "asin": "B0CCTMJ8C3", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Stainless Steel Cross Pendant Necklace with Wheat Chain", "asin": "B01N9NAQUM", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T01:11:48.790Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T01:11:48.790Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T01:11:48.790Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 104,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": 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21\"},\n{\"title\": \"Stainless Steel Men's Engravable Dog Tag Pendant Box Chain Necklace with Cubic Zirconia Stone\", \"asin\": \"B082BJFPDS\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Saint Michael The Archangel White Cubic Zirconia Accented 1\\u201d Medal Pendant Necklace with Rolo Chain and Pendant only\", \"asin\": \"B074MJWN5J\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Solid 925 Sterling Silver Cross Necklace for Men Women, 2mm Diamond-Cut Sterling Silver Chain with Cross Pendant Beveled Edge for Men, Silver Crucifix Cross Necklace Jewelry 16-24 Inches (Cuban Link Curb Chain/Figaro Link Chain/Wheat Chain/Rolo Chain)\", \"asin\": \"B0DM5J1SQW\", \"price\": \"$57.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"12Pcs Stainless Steel Pendant Necklace for Men Cool Goth Necklace Funky Gothic Cross Dog Tag Yin Yang Triangle Pendant Chain Necklace Set Black & Silver Tone \\u2026\", \"asin\": \"B0B6FNBZ2V\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Italian 925 Sterling Silver Cross Necklace for Men, 18k Gold Over Sterling Silver Cross Necklace with World-class Craft 4mm Cuban Link Chain for Men Boys Women, Durable, Colorfast 16-26 Inch\", \"asin\": \"B0DGTC6DJ9\", \"price\": \"$23.09\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Initial A-Z Letter Pendant Necklace for Men 18K Gold Plated Capital Initial Necklace Cuban Link Chain 4mm 20 Inch Jewelry Gift\", \"asin\": \"B0DRCYT26P\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Easter Gifts 925 Sterling Silver Cross Necklace for Boys - Faith Cross Chain Necklaces for Kids Small Dainty Pendant Jewelry Gifts for Teenage, First Communion Baptism Birthday\", \"asin\": \"B0DRJSXW61\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Made by Nami Pendant Necklace for Men 23\\\" Gold & Silver Cuban Link Chain with Pendants for Men High-Quality Stainless Steel Necklace Premium Jewelry Gift for Him (Silver Compass)\", \"asin\": \"B08HM4XQX4\", \"price\": \"$10.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"6 Pcs Stackable Silver Chain Pendant Necklace for Men, Mens Stainless Steel Chain Necklace Jewelry Set (4 Silver Chains+1 Cross Pendant+1 Bar Pendant)\", \"asin\": \"B0D3Z28KNF\", \"price\": \"$12.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Bar Pendant Necklace For Men Stainless Steel Box Chain Pendant Men\\u2019s Necklace Jewelry Length 22inch\", \"asin\": \"B09X1F3H11\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women with 3MM Stainless Steel Strong Durable Wheat Chain 18K White Gold Plated Crucifix Pendant Necklace Jewelry 16-30 Inches\", \"asin\": \"B0BXNSLLHD\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Silver Tone Wheat Chains for Men and Women, 2/2.5/3/4/5mm Stainless Steel Necklace Chain, Mens Necklace 16-28 Inch\", \"asin\": \"B0CMX9HXMP\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Cross Necklace Men - Oxidized Sterling Silver Cross Pendant with Stainless Steel Box Chain Vintage Unique Crucifix Necklaces Silver Jewelry for Mens Women 18-24 Inches\", \"asin\": \"B0DYYPB8RN\", \"price\": \"$34.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Cross Pendant for Men & Women - Cubic Zirconia Cross Pendants Silver Cross Jewelry - Catholic Faith Religious Christian Birthday Gifts\", \"asin\": \"B07JKJJWL3\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Religious Pendant with 21\\\" Extendable Necklace Chain - Compass | Saint Michael | Saint Christopher Pendant\", \"asin\": \"B0CGXLDM87\", \"price\": \"$44.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"3.5mm Silver Tone/Black/14K Gold Plated Cuban Link Chains for Men, Stainless Steel Chain Necklace, Mens Necklaces 16, 18, 20, 22, 24, 26, 28 Inch\", \"asin\": \"B095JQ46X8\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Kercisbeauty Silver Feather Pendant with Chain Necklace Long Necklace for Women Men Unisex\", \"asin\": \"B081JBPL95\", \"price\": \"$8.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Solid S925 Sterling Silver Cross Necklace for Men Women | 2mm Durable Sterling Silver Cuban Link Curb Chain Cross Pendant Necklace | Crucifix Cross Pendant Necklace Jewelry 16-24 Inches\", \"asin\": \"B08866FL2R\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Mens Cross Pendant Necklace Large Stainless Steel Cross Pendant Necklace for Men Women\", \"asin\": \"B089H1QRSS\", \"price\": \"$21.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Serenity Prayer Necklace with Praying Hands Coin Pendant for Men Women Lords Prayer Bible Verse Courage Wisdom Stainless Steel 24 inches\", \"asin\": \"B097CF7R4Y\", \"price\": \"$13.29\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Cross Necklace for Men, Silver Tone Mens Cross Necklaces with 2.5mm Chain, Stainless Steel Wheat Chain, 16-24 Inch\", \"asin\": \"B0D8J9KRNT\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Three Nail Cross Necklace 925 Sterling Silver 3 Nail Cross Pendant Christian Jewelry Gifts for Men 22+2\\\"\", \"asin\": \"B0CL4MNQWM\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Patron Saint Necklace Sterling Silver Amulet Medal Pendant Religious Protector Jewelry Gifts for Women Men\", \"asin\": \"B0BJKJ8BDK\", \"price\": \"$40.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Silver Compass Necklace Compass Pendant Necklace Celtic Knot Compass Necklace Jewelry\", \"asin\": \"B0DF62D2L9\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 2mm, 3mm Diamond-Cut Braided Rope Chain Necklace for Men Women Made in Italy\", \"asin\": \"B07SLLZ1CP\", \"price\": \"$47.90\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Coin Necklace Sterling Silver Vintage Round Circle Disc Dainty Coin Pendant Necklaces for Women (with Gift Box)\", \"asin\": \"B07MW4T4DV\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men Crucifix Cross Pendant with Chain Baptism Christian Jewelry Stainless Steel/18K Gold Antique Jesus Necklace, Gift Packed,Length 22\\\"\", \"asin\": \"B07GZP99C6\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sterling Silver Crucifix Pendant for Men, Catholic Jesus Cross Necklace for Women, 925 Sterling Silver Crucifix Necklace with Jesus Religious Gift for Easter Christmas\", \"asin\": \"B0D28XZJWL\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Jewelry Mandalorian Cut Out 925 Sterling Silver Men's Pendant Necklace\", \"asin\": \"B01KQRXRAG\", \"price\": \"$89.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Silver Chain for Men - Stainless Steel Chains for Mens - Dog Tag Necklace for Pendant, 1-7mm 8-36inches Round Rolo Necklaces for Women\", \"asin\": \"B07QMQZTP6\", \"price\": \"$12.18\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Monogram Necklace A-Z 26 Letters Pendants 18K Gold/Platinum Plated Square Capital Initial Necklaces for Women Men, Resizable Chain 20\\\"-22\\\"\", \"asin\": \"B07H7BCGN1\", \"price\": \"$12.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Saint Religious Necklace for Men Women, Amulet Protect Us Medal Pendant Necklace Catholic Jewelry Gifts for Police Father Son,with Stainless Steel Chain\", \"asin\": \"B0BJVDTY8C\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Baronyka Handmade Coin Pendant Necklace For Men, Silver Plated, Nautical Ship Boat Round Circle, 24\\\" Chain with 2\\\" Extension & Lobster Clasp\", \"asin\": \"B077FWNFTM\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Stainless Steel Cross Crucifix Bible Prayer Pendant Necklace 22+2\\\" Chain\", \"asin\": \"B0713VHY2F\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Cross Pendant Necklace Stainless Steel Gold Silver Byzantine Chain 22-30inch\", \"asin\": \"B00PAA18O2\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sterling Silver Cross Necklace for Men Women 18K Gold Plated Bible Verse Dainty Cross Necklace 2mm Stainless Steel Square Rolo Chain S925 Crucifix Pendant Necklace Faith Jewelry Present 16-26 Inches\", \"asin\": \"B0CCTMJ8C3\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Stainless Steel Cross Pendant Necklace with Wheat Chain\", \"asin\": \"B01N9NAQUM\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:11:48.790Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps\", \"asin\": \"B0716SKHHD\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Loop Nylon Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 49mm Ultra 2 iWatch Series 9 8 7 6 SE 5 4 3 2 1 Strap, Fit for iPhone Watch Band Women Men Stretchy\", \"asin\": \"B0BJD3FGRL\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"Stretchy Band and Bling Bumper Case Compatible with Apple Watch 40mm 38mm 41mm 42mm 44mm 45mm 46mm Women, Elastic Nylon Straps and Glitter Protective Frame for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE\", \"asin\": \"B0DLNPH88R\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Compatible with Apple Watch Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm, Solid Stainless Steel Metal Strap Replacement Watchband for Apple Watch Ultra2 Ultra iWatch Series 9 8 7 6 5 4 3 2 1 SE2 SE\", \"asin\": \"B0B6SC6N3D\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"MACHETE Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm with Stainless Steel Buckle Strap Acetate Resin iWatch Band for Ultra 2 1 Series 9/8/7/6/5/4/3/2/1/SE Women Men\", \"asin\": \"B0CVF4DLNG\", \"price\": \"$39.00\", \"quantity\": \"\"},\n{\"title\": \"Savior Survival Gear Paracord Watch Band - Compatible with Apple Watch Band 49mm 45mm 44mm 42mm - iWatch Band Series Ultra 9 8 7 6 5 4 3 2 1 SE - Adjustable - Men & Women (Blue w/Silver HW, Large)\", \"asin\": \"B07ZG7CB7V\", \"price\": \"$28.95\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"WFEAGL Leather Bands Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women, Grain Leather Strap Slim Thin Wristband for iWatch Ultra SE SE2 Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B07T95GP3D\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Slim Silver Band Women Feminine Elegant Compatible with Apple Watch 42mm 44mm 45mm 46mm 49mm Adjustable Metal Strap Dressy Chain Bracelet for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra 1 2\", \"asin\": \"B0CJJ2XQC8\", \"price\": \"$17.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\\\" Rated 4.3 out of 5 stars by 298 reviews. Not eligible for Prime.\", \"asin\": \"B0BQCXC82N\"},\n{\"title\": \"Go to detail page for \\\"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\\\" Rated 4.3 out of 5 stars by 298 reviews. Eligible for Prime.\", \"asin\": \"B0BQ5RX2VQ\"},\n{\"title\": \"Go to detail page for \\\"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\\\" Rated 4.3 out of 5 stars by 298 reviews. Not eligible for Prime.\", \"asin\": \"B0BQ5VPRBC\"}],\n\"search_results\": [{\"title\": \"BARTON WATCH BANDS - Military Style Nylon Watch Bands Compatible with Apple Watch Models - 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, SE, Ultra & Ultra 2\", \"asin\": \"B08TPNB8PQ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps\", \"asin\": \"B0716SKHHD\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)\", \"asin\": \"B098QB6FDG\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)\", \"asin\": \"B08TCB32XQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K39ZYQ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Sport Loop Nylon Band Compatible with Apple Watch Band 38mm/40mm/41mm/42mm for Series 10 Ultra 2 iWatch Series 10-1 Strap, Fit for iPhone Watch Band Women Men Stretchy Elastic Braided,armygreen\", \"asin\": \"B0BJD28RS9\", \"price\": \"$10.07\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Compatible with Apple Watch Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm, Solid Stainless Steel Metal Strap Replacement Watchband for Apple Watch Ultra2 Ultra iWatch Series 9 8 7 6 5 4 3 2 1 SE2 SE\", \"asin\": \"B0B6SC6N3D\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Archer Watch Straps - Canvas Straps for Apple Watch\", \"asin\": \"B082MSF4CB\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2\", \"asin\": \"B0CLDF2L63\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray\", \"asin\": \"B0D6RMS3PK\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D972C5QK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Tensea (2 in 1) for Waterproof Apple Watch Screen Protector Case Series 9 8 7 41mm Accessories, iWatch Protective PC Face Cover Built-in Tempered Glass Film, Front and Back Bumper for Women Men, 41 mm\", \"asin\": \"B09Z1TSG3M\", \"price\": \"$12.97\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"MACHETE Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm with Stainless Steel Buckle Strap Acetate Resin iWatch Band for Ultra 2 1 Series 9/8/7/6/5/4/3/2/1/SE Women Men\", \"asin\": \"B0CVF4DLNG\", \"price\": \"$39.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Braided Solo Loop Elastic Nylon Sports Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Parachute Buckle Strap for iWatch Series Ultra 2 Ultra 10 9 8 7 6 5 4 3 2 1 se\", \"asin\": \"B0DNZJWHF6\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DCFSJQ2Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Hamile Braided Solo Loop Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 44mm 45mm 49mm for Women Men, Stretchy Soft Nylon Adjustable Sport Strap for iWatch Bands Series 9 8 7 6 5 4 3 SE Ultra 2\", \"asin\": \"B0CR9PK1PR\", \"price\": \"$2.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray\", \"asin\": \"B08ZSHTCTJ\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Band and Bling Bumper Case Compatible with Apple Watch 40mm 38mm 41mm 42mm 44mm 45mm 46mm Women, Elastic Nylon Straps and Glitter Protective Frame for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE\", \"asin\": \"B0DLNPH88R\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Sport Band Compatible with Apple Watch 46mm 45mm 44mm 42mm 49mm 41mm 40mm 38mm for Men Women, Elastic Solo Loop Nylon Strap Compatible for iWatch Series SE 10 9 8 7 6 5 4 3 2 Ultra\", \"asin\": \"B0CWD9V2NG\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"MioHHR Solid Stainless Steel Band Compatible with Apple Watch 44mm 42mm (Not Series 10), Metal Strap with Soft TPU Case for iWatch Series 6 5 4 3 2 1 SE Women and Men, Space Gray\", \"asin\": \"B08RB6JSJP\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Nylon Band Compatible with Apple Watch Band 42mm 44mm 40mm 38mm, Lightweight Breathable Sport Wrist Strap with Metal Buckle Compatible with iwatch Series 6/5/4/3/2/1 (Gray, 42mm/44mm)\", \"asin\": \"B08BZB4RSC\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"POWER PRIMACY Leather Bands Compatible with Apple Watch Band 38mm 40mm 41mm 42mm-Series 10,Genuine Leather Strap Compatible for Women Men iWatch SE Series 10 9 8 7 6 5 4 3 2 1(Gray/Silver)\", \"asin\": \"B082FTWL8V\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:11:55.067Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T01:11:55.067Z
|
click_product
|
B0CKPB8DNK
|
rule
|
train
| 105 |
2025-04-08T01:11:55.067Z
|
click_product
|
B0CKPB8DNK
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
{"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"}
{"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"}
{"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"}
{"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"}
{"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"}
{"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"}
{"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}
{"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"}
{"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"}
{"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"}
{"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"}
{"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"}
{"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"}
{"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"}
{"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"}
{"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"}
{"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"}
{"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"}
{"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"}
{"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "apple watch \u8868\u5e26 silver Gray nylon"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"promotion_items": [{"title": "BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps", "asin": "B0716SKHHD", "price": "$14.99", "quantity": ""},
{"title": "Sport Loop Nylon Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 49mm Ultra 2 iWatch Series 9 8 7 6 SE 5 4 3 2 1 Strap, Fit for iPhone Watch Band Women Men Stretchy", "asin": "B0BJD3FGRL", "price": "$10.07", "quantity": ""},
{"title": "Stretchy Band and Bling Bumper Case Compatible with Apple Watch 40mm 38mm 41mm 42mm 44mm 45mm 46mm Women, Elastic Nylon Straps and Glitter Protective Frame for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE", "asin": "B0DLNPH88R", "price": "$9.99", "quantity": ""},
{"title": "Compatible with Apple Watch Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm, Solid Stainless Steel Metal Strap Replacement Watchband for Apple Watch Ultra2 Ultra iWatch Series 9 8 7 6 5 4 3 2 1 SE2 SE", "asin": "B0B6SC6N3D", "price": "$29.99", "quantity": ""},
{"title": "MACHETE Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm with Stainless Steel Buckle Strap Acetate Resin iWatch Band for Ultra 2 1 Series 9/8/7/6/5/4/3/2/1/SE Women Men", "asin": "B0CVF4DLNG", "price": "$39.00", "quantity": ""},
{"title": "Savior Survival Gear Paracord Watch Band - Compatible with Apple Watch Band 49mm 45mm 44mm 42mm - iWatch Band Series Ultra 9 8 7 6 5 4 3 2 1 SE - Adjustable - Men & Women (Blue w/Silver HW, Large)", "asin": "B07ZG7CB7V", "price": "$28.95", "quantity": ""},
{"title": "6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra", "asin": "B0CYH4HRJ6", "price": "$10.49", "quantity": ""},
{"title": "Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2", "asin": "B0BR93H51V", "price": "$13.99", "quantity": ""},
{"title": "WFEAGL Leather Bands Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women, Grain Leather Strap Slim Thin Wristband for iWatch Ultra SE SE2 Series 10 9 8 7 6 5 4 3 2 1", "asin": "B07T95GP3D", "price": "$16.99", "quantity": ""},
{"title": "Slim Silver Band Women Feminine Elegant Compatible with Apple Watch 42mm 44mm 45mm 46mm 49mm Adjustable Metal Strap Dressy Chain Bracelet for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra 1 2", "asin": "B0CJJ2XQC8", "price": "$17.99", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\" Rated 4.3 out of 5 stars by 298 reviews. Not eligible for Prime.", "asin": "B0BQCXC82N"},
{"title": "Go to detail page for \"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\" Rated 4.3 out of 5 stars by 298 reviews. Eligible for Prime.", "asin": "B0BQ5RX2VQ"},
{"title": "Go to detail page for \"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\" Rated 4.3 out of 5 stars by 298 reviews. Not eligible for Prime.", "asin": "B0BQ5VPRBC"}],
"search_results": [{"title": "BARTON WATCH BANDS - Military Style Nylon Watch Bands Compatible with Apple Watch Models - 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, SE, Ultra & Ultra 2", "asin": "B08TPNB8PQ", "price": "$28.99", "delivery": "FREE delivery Apr 18 - 19"},
{"title": "BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps", "asin": "B0716SKHHD", "price": "$14.99", "delivery": "FREE delivery Apr 18 - 19"},
{"title": "SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)", "asin": "B098QB6FDG", "price": "$10.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)", "asin": "B08TCB32XQ", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap", "asin": "B0CKPB8DNK", "price": "$7.19", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K39ZYQ", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Sport Loop Nylon Band Compatible with Apple Watch Band 38mm/40mm/41mm/42mm for Series 10 Ultra 2 iWatch Series 10-1 Strap, Fit for iPhone Watch Band Women Men Stretchy Elastic Braided,armygreen", "asin": "B0BJD28RS9", "price": "$10.07", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Compatible with Apple Watch Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm, Solid Stainless Steel Metal Strap Replacement Watchband for Apple Watch Ultra2 Ultra iWatch Series 9 8 7 6 5 4 3 2 1 SE2 SE", "asin": "B0B6SC6N3D", "price": "$29.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Archer Watch Straps - Canvas Straps for Apple Watch", "asin": "B082MSF4CB", "price": "$29.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2", "asin": "B0CLDF2L63", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray", "asin": "B0D6RMS3PK", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0D972C5QK", "price": "$5.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Tensea (2 in 1) for Waterproof Apple Watch Screen Protector Case Series 9 8 7 41mm Accessories, iWatch Protective PC Face Cover Built-in Tempered Glass Film, Front and Back Bumper for Women Men, 41 mm", "asin": "B09Z1TSG3M", "price": "$12.97", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "MACHETE Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm with Stainless Steel Buckle Strap Acetate Resin iWatch Band for Ultra 2 1 Series 9/8/7/6/5/4/3/2/1/SE Women Men", "asin": "B0CVF4DLNG", "price": "$39.00", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Braided Solo Loop Elastic Nylon Sports Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Parachute Buckle Strap for iWatch Series Ultra 2 Ultra 10 9 8 7 6 5 4 3 2 1 se", "asin": "B0DNZJWHF6", "price": "$14.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DCFSJQ2Q", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Hamile Braided Solo Loop Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 44mm 45mm 49mm for Women Men, Stretchy Soft Nylon Adjustable Sport Strap for iWatch Bands Series 9 8 7 6 5 4 3 SE Ultra 2", "asin": "B0CR9PK1PR", "price": "$2.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray", "asin": "B08ZSHTCTJ", "price": "$8.54", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Stretchy Band and Bling Bumper Case Compatible with Apple Watch 40mm 38mm 41mm 42mm 44mm 45mm 46mm Women, Elastic Nylon Straps and Glitter Protective Frame for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE", "asin": "B0DLNPH88R", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Stretchy Sport Band Compatible with Apple Watch 46mm 45mm 44mm 42mm 49mm 41mm 40mm 38mm for Men Women, Elastic Solo Loop Nylon Strap Compatible for iWatch Series SE 10 9 8 7 6 5 4 3 2 Ultra", "asin": "B0CWD9V2NG", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "MioHHR Solid Stainless Steel Band Compatible with Apple Watch 44mm 42mm (Not Series 10), Metal Strap with Soft TPU Case for iWatch Series 6 5 4 3 2 1 SE Women and Men, Space Gray", "asin": "B08RB6JSJP", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Nylon Band Compatible with Apple Watch Band 42mm 44mm 40mm 38mm, Lightweight Breathable Sport Wrist Strap with Metal Buckle Compatible with iwatch Series 6/5/4/3/2/1 (Gray, 42mm/44mm)", "asin": "B08BZB4RSC", "price": "$9.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "POWER PRIMACY Leather Bands Compatible with Apple Watch Band 38mm 40mm 41mm 42mm-Series 10,Genuine Leather Strap Compatible for Women Men iWatch SE Series 10 9 8 7 6 5 4 3 2 1(Gray/Silver)", "asin": "B082FTWL8V", "price": "$17.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T01:11:55.067Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T01:11:55.067Z\",\"action\": \"click_product\",\"acion_argument\": \"B0CKPB8DNK\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T01:11:55.067Z\",\"action\": \"click_product\",\"acion_argument\": \"B0CKPB8DNK\",}</answer>",
"index": 105,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps\", \"asin\": \"B0716SKHHD\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Loop Nylon Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 49mm Ultra 2 iWatch Series 9 8 7 6 SE 5 4 3 2 1 Strap, Fit for iPhone Watch Band Women Men Stretchy\", \"asin\": \"B0BJD3FGRL\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"Stretchy Band and Bling Bumper Case Compatible with Apple Watch 40mm 38mm 41mm 42mm 44mm 45mm 46mm Women, Elastic Nylon Straps and Glitter Protective Frame for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE\", \"asin\": \"B0DLNPH88R\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Compatible with Apple Watch Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm, Solid Stainless Steel Metal Strap Replacement Watchband for Apple Watch Ultra2 Ultra iWatch Series 9 8 7 6 5 4 3 2 1 SE2 SE\", \"asin\": \"B0B6SC6N3D\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"MACHETE Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm with Stainless Steel Buckle Strap Acetate Resin iWatch Band for Ultra 2 1 Series 9/8/7/6/5/4/3/2/1/SE Women Men\", \"asin\": \"B0CVF4DLNG\", \"price\": \"$39.00\", \"quantity\": \"\"},\n{\"title\": \"Savior Survival Gear Paracord Watch Band - Compatible with Apple Watch Band 49mm 45mm 44mm 42mm - iWatch Band Series Ultra 9 8 7 6 5 4 3 2 1 SE - Adjustable - Men & Women (Blue w/Silver HW, Large)\", \"asin\": \"B07ZG7CB7V\", \"price\": \"$28.95\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"WFEAGL Leather Bands Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women, Grain Leather Strap Slim Thin Wristband for iWatch Ultra SE SE2 Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B07T95GP3D\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Slim Silver Band Women Feminine Elegant Compatible with Apple Watch 42mm 44mm 45mm 46mm 49mm Adjustable Metal Strap Dressy Chain Bracelet for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra 1 2\", \"asin\": \"B0CJJ2XQC8\", \"price\": \"$17.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\\\" Rated 4.3 out of 5 stars by 298 reviews. Not eligible for Prime.\", \"asin\": \"B0BQCXC82N\"},\n{\"title\": \"Go to detail page for \\\"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\\\" Rated 4.3 out of 5 stars by 298 reviews. Eligible for Prime.\", \"asin\": \"B0BQ5RX2VQ\"},\n{\"title\": \"Go to detail page for \\\"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\\\" Rated 4.3 out of 5 stars by 298 reviews. Not eligible for Prime.\", \"asin\": \"B0BQ5VPRBC\"}],\n\"search_results\": [{\"title\": \"BARTON WATCH BANDS - Military Style Nylon Watch Bands Compatible with Apple Watch Models - 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, SE, Ultra & Ultra 2\", \"asin\": \"B08TPNB8PQ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps\", \"asin\": \"B0716SKHHD\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)\", \"asin\": \"B098QB6FDG\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)\", \"asin\": \"B08TCB32XQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K39ZYQ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Sport Loop Nylon Band Compatible with Apple Watch Band 38mm/40mm/41mm/42mm for Series 10 Ultra 2 iWatch Series 10-1 Strap, Fit for iPhone Watch Band Women Men Stretchy Elastic Braided,armygreen\", \"asin\": \"B0BJD28RS9\", \"price\": \"$10.07\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Compatible with Apple Watch Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm, Solid Stainless Steel Metal Strap Replacement Watchband for Apple Watch Ultra2 Ultra iWatch Series 9 8 7 6 5 4 3 2 1 SE2 SE\", \"asin\": \"B0B6SC6N3D\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Archer Watch Straps - Canvas Straps for Apple Watch\", \"asin\": \"B082MSF4CB\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2\", \"asin\": \"B0CLDF2L63\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray\", \"asin\": \"B0D6RMS3PK\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D972C5QK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Tensea (2 in 1) for Waterproof Apple Watch Screen Protector Case Series 9 8 7 41mm Accessories, iWatch Protective PC Face Cover Built-in Tempered Glass Film, Front and Back Bumper for Women Men, 41 mm\", \"asin\": \"B09Z1TSG3M\", \"price\": \"$12.97\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"MACHETE Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm with Stainless Steel Buckle Strap Acetate Resin iWatch Band for Ultra 2 1 Series 9/8/7/6/5/4/3/2/1/SE Women Men\", \"asin\": \"B0CVF4DLNG\", \"price\": \"$39.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Braided Solo Loop Elastic Nylon Sports Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Parachute Buckle Strap for iWatch Series Ultra 2 Ultra 10 9 8 7 6 5 4 3 2 1 se\", \"asin\": \"B0DNZJWHF6\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DCFSJQ2Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Hamile Braided Solo Loop Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 44mm 45mm 49mm for Women Men, Stretchy Soft Nylon Adjustable Sport Strap for iWatch Bands Series 9 8 7 6 5 4 3 SE Ultra 2\", \"asin\": \"B0CR9PK1PR\", \"price\": \"$2.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray\", \"asin\": \"B08ZSHTCTJ\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Band and Bling Bumper Case Compatible with Apple Watch 40mm 38mm 41mm 42mm 44mm 45mm 46mm Women, Elastic Nylon Straps and Glitter Protective Frame for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE\", \"asin\": \"B0DLNPH88R\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Sport Band Compatible with Apple Watch 46mm 45mm 44mm 42mm 49mm 41mm 40mm 38mm for Men Women, Elastic Solo Loop Nylon Strap Compatible for iWatch Series SE 10 9 8 7 6 5 4 3 2 Ultra\", \"asin\": \"B0CWD9V2NG\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"MioHHR Solid Stainless Steel Band Compatible with Apple Watch 44mm 42mm (Not Series 10), Metal Strap with Soft TPU Case for iWatch Series 6 5 4 3 2 1 SE Women and Men, Space Gray\", \"asin\": \"B08RB6JSJP\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Nylon Band Compatible with Apple Watch Band 42mm 44mm 40mm 38mm, Lightweight Breathable Sport Wrist Strap with Metal Buckle Compatible with iwatch Series 6/5/4/3/2/1 (Gray, 42mm/44mm)\", \"asin\": \"B08BZB4RSC\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"POWER PRIMACY Leather Bands Compatible with Apple Watch Band 38mm 40mm 41mm 42mm-Series 10,Genuine Leather Strap Compatible for Women Men iWatch SE Series 10 9 8 7 6 5 4 3 2 1(Gray/Silver)\", \"asin\": \"B082FTWL8V\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:11:55.067Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps\", \"asin\": \"B0716SKHHD\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Loop Nylon Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 49mm Ultra 2 iWatch Series 9 8 7 6 SE 5 4 3 2 1 Strap, Fit for iPhone Watch Band Women Men Stretchy\", \"asin\": \"B0BJD3FGRL\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"Stretchy Band and Bling Bumper Case Compatible with Apple Watch 40mm 38mm 41mm 42mm 44mm 45mm 46mm Women, Elastic Nylon Straps and Glitter Protective Frame for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE\", \"asin\": \"B0DLNPH88R\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Compatible with Apple Watch Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm, Solid Stainless Steel Metal Strap Replacement Watchband for Apple Watch Ultra2 Ultra iWatch Series 9 8 7 6 5 4 3 2 1 SE2 SE\", \"asin\": \"B0B6SC6N3D\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"MACHETE Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm with Stainless Steel Buckle Strap Acetate Resin iWatch Band for Ultra 2 1 Series 9/8/7/6/5/4/3/2/1/SE Women Men\", \"asin\": \"B0CVF4DLNG\", \"price\": \"$39.00\", \"quantity\": \"\"},\n{\"title\": \"Savior Survival Gear Paracord Watch Band - Compatible with Apple Watch Band 49mm 45mm 44mm 42mm - iWatch Band Series Ultra 9 8 7 6 5 4 3 2 1 SE - Adjustable - Men & Women (Blue w/Silver HW, Large)\", \"asin\": \"B07ZG7CB7V\", \"price\": \"$28.95\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"WFEAGL Leather Bands Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women, Grain Leather Strap Slim Thin Wristband for iWatch Ultra SE SE2 Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B07T95GP3D\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Slim Silver Band Women Feminine Elegant Compatible with Apple Watch 42mm 44mm 45mm 46mm 49mm Adjustable Metal Strap Dressy Chain Bracelet for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra 1 2\", \"asin\": \"B0CJJ2XQC8\", \"price\": \"$17.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\\\" Rated 4.3 out of 5 stars by 298 reviews. Not eligible for Prime.\", \"asin\": \"B0BQCXC82N\"},\n{\"title\": \"Go to detail page for \\\"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\\\" Rated 4.3 out of 5 stars by 298 reviews. Eligible for Prime.\", \"asin\": \"B0BQ5RX2VQ\"},\n{\"title\": \"Go to detail page for \\\"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\\\" Rated 4.3 out of 5 stars by 298 reviews. Not eligible for Prime.\", \"asin\": \"B0BQ5VPRBC\"}],\n\"search_results\": [{\"title\": \"BARTON WATCH BANDS - Military Style Nylon Watch Bands Compatible with Apple Watch Models - 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, SE, Ultra & Ultra 2\", \"asin\": \"B08TPNB8PQ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps\", \"asin\": \"B0716SKHHD\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)\", \"asin\": \"B098QB6FDG\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)\", \"asin\": \"B08TCB32XQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K39ZYQ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Sport Loop Nylon Band Compatible with Apple Watch Band 38mm/40mm/41mm/42mm for Series 10 Ultra 2 iWatch Series 10-1 Strap, Fit for iPhone Watch Band Women Men Stretchy Elastic Braided,armygreen\", \"asin\": \"B0BJD28RS9\", \"price\": \"$10.07\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Compatible with Apple Watch Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm, Solid Stainless Steel Metal Strap Replacement Watchband for Apple Watch Ultra2 Ultra iWatch Series 9 8 7 6 5 4 3 2 1 SE2 SE\", \"asin\": \"B0B6SC6N3D\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Archer Watch Straps - Canvas Straps for Apple Watch\", \"asin\": \"B082MSF4CB\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2\", \"asin\": \"B0CLDF2L63\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray\", \"asin\": \"B0D6RMS3PK\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D972C5QK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Tensea (2 in 1) for Waterproof Apple Watch Screen Protector Case Series 9 8 7 41mm Accessories, iWatch Protective PC Face Cover Built-in Tempered Glass Film, Front and Back Bumper for Women Men, 41 mm\", \"asin\": \"B09Z1TSG3M\", \"price\": \"$12.97\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"MACHETE Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm with Stainless Steel Buckle Strap Acetate Resin iWatch Band for Ultra 2 1 Series 9/8/7/6/5/4/3/2/1/SE Women Men\", \"asin\": \"B0CVF4DLNG\", \"price\": \"$39.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Braided Solo Loop Elastic Nylon Sports Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Parachute Buckle Strap for iWatch Series Ultra 2 Ultra 10 9 8 7 6 5 4 3 2 1 se\", \"asin\": \"B0DNZJWHF6\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DCFSJQ2Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Hamile Braided Solo Loop Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 44mm 45mm 49mm for Women Men, Stretchy Soft Nylon Adjustable Sport Strap for iWatch Bands Series 9 8 7 6 5 4 3 SE Ultra 2\", \"asin\": \"B0CR9PK1PR\", \"price\": \"$2.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray\", \"asin\": \"B08ZSHTCTJ\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Band and Bling Bumper Case Compatible with Apple Watch 40mm 38mm 41mm 42mm 44mm 45mm 46mm Women, Elastic Nylon Straps and Glitter Protective Frame for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE\", \"asin\": \"B0DLNPH88R\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Sport Band Compatible with Apple Watch 46mm 45mm 44mm 42mm 49mm 41mm 40mm 38mm for Men Women, Elastic Solo Loop Nylon Strap Compatible for iWatch Series SE 10 9 8 7 6 5 4 3 2 Ultra\", \"asin\": \"B0CWD9V2NG\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"MioHHR Solid Stainless Steel Band Compatible with Apple Watch 44mm 42mm (Not Series 10), Metal Strap with Soft TPU Case for iWatch Series 6 5 4 3 2 1 SE Women and Men, Space Gray\", \"asin\": \"B08RB6JSJP\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Nylon Band Compatible with Apple Watch Band 42mm 44mm 40mm 38mm, Lightweight Breathable Sport Wrist Strap with Metal Buckle Compatible with iwatch Series 6/5/4/3/2/1 (Gray, 42mm/44mm)\", \"asin\": \"B08BZB4RSC\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"POWER PRIMACY Leather Bands Compatible with Apple Watch Band 38mm 40mm 41mm 42mm-Series 10,Genuine Leather Strap Compatible for Women Men iWatch SE Series 10 9 8 7 6 5 4 3 2 1(Gray/Silver)\", \"asin\": \"B082FTWL8V\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:11:59.077Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T01:11:59.077Z
|
click
|
filter
|
rule
|
train
| 106 |
2025-04-08T01:11:59.077Z
|
click
|
filter
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
{"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"}
{"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"}
{"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"}
{"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"}
{"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"}
{"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"}
{"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}
{"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"}
{"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"}
{"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"}
{"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"}
{"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"}
{"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"}
{"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"}
{"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"}
{"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"}
{"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"}
{"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"}
{"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"}
{"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "apple watch \u8868\u5e26 silver Gray nylon"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"promotion_items": [{"title": "BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps", "asin": "B0716SKHHD", "price": "$14.99", "quantity": ""},
{"title": "Sport Loop Nylon Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 49mm Ultra 2 iWatch Series 9 8 7 6 SE 5 4 3 2 1 Strap, Fit for iPhone Watch Band Women Men Stretchy", "asin": "B0BJD3FGRL", "price": "$10.07", "quantity": ""},
{"title": "Stretchy Band and Bling Bumper Case Compatible with Apple Watch 40mm 38mm 41mm 42mm 44mm 45mm 46mm Women, Elastic Nylon Straps and Glitter Protective Frame for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE", "asin": "B0DLNPH88R", "price": "$9.99", "quantity": ""},
{"title": "Compatible with Apple Watch Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm, Solid Stainless Steel Metal Strap Replacement Watchband for Apple Watch Ultra2 Ultra iWatch Series 9 8 7 6 5 4 3 2 1 SE2 SE", "asin": "B0B6SC6N3D", "price": "$29.99", "quantity": ""},
{"title": "MACHETE Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm with Stainless Steel Buckle Strap Acetate Resin iWatch Band for Ultra 2 1 Series 9/8/7/6/5/4/3/2/1/SE Women Men", "asin": "B0CVF4DLNG", "price": "$39.00", "quantity": ""},
{"title": "Savior Survival Gear Paracord Watch Band - Compatible with Apple Watch Band 49mm 45mm 44mm 42mm - iWatch Band Series Ultra 9 8 7 6 5 4 3 2 1 SE - Adjustable - Men & Women (Blue w/Silver HW, Large)", "asin": "B07ZG7CB7V", "price": "$28.95", "quantity": ""},
{"title": "6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra", "asin": "B0CYH4HRJ6", "price": "$10.49", "quantity": ""},
{"title": "Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2", "asin": "B0BR93H51V", "price": "$13.99", "quantity": ""},
{"title": "WFEAGL Leather Bands Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women, Grain Leather Strap Slim Thin Wristband for iWatch Ultra SE SE2 Series 10 9 8 7 6 5 4 3 2 1", "asin": "B07T95GP3D", "price": "$16.99", "quantity": ""},
{"title": "Slim Silver Band Women Feminine Elegant Compatible with Apple Watch 42mm 44mm 45mm 46mm 49mm Adjustable Metal Strap Dressy Chain Bracelet for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra 1 2", "asin": "B0CJJ2XQC8", "price": "$17.99", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\" Rated 4.3 out of 5 stars by 298 reviews. Not eligible for Prime.", "asin": "B0BQCXC82N"},
{"title": "Go to detail page for \"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\" Rated 4.3 out of 5 stars by 298 reviews. Eligible for Prime.", "asin": "B0BQ5RX2VQ"},
{"title": "Go to detail page for \"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\" Rated 4.3 out of 5 stars by 298 reviews. Not eligible for Prime.", "asin": "B0BQ5VPRBC"}],
"search_results": [{"title": "BARTON WATCH BANDS - Military Style Nylon Watch Bands Compatible with Apple Watch Models - 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, SE, Ultra & Ultra 2", "asin": "B08TPNB8PQ", "price": "$28.99", "delivery": "FREE delivery Apr 18 - 19"},
{"title": "BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps", "asin": "B0716SKHHD", "price": "$14.99", "delivery": "FREE delivery Apr 18 - 19"},
{"title": "SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)", "asin": "B098QB6FDG", "price": "$10.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)", "asin": "B08TCB32XQ", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap", "asin": "B0CKPB8DNK", "price": "$7.19", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K39ZYQ", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Sport Loop Nylon Band Compatible with Apple Watch Band 38mm/40mm/41mm/42mm for Series 10 Ultra 2 iWatch Series 10-1 Strap, Fit for iPhone Watch Band Women Men Stretchy Elastic Braided,armygreen", "asin": "B0BJD28RS9", "price": "$10.07", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Compatible with Apple Watch Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm, Solid Stainless Steel Metal Strap Replacement Watchband for Apple Watch Ultra2 Ultra iWatch Series 9 8 7 6 5 4 3 2 1 SE2 SE", "asin": "B0B6SC6N3D", "price": "$29.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Archer Watch Straps - Canvas Straps for Apple Watch", "asin": "B082MSF4CB", "price": "$29.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2", "asin": "B0CLDF2L63", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray", "asin": "B0D6RMS3PK", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0D972C5QK", "price": "$5.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Tensea (2 in 1) for Waterproof Apple Watch Screen Protector Case Series 9 8 7 41mm Accessories, iWatch Protective PC Face Cover Built-in Tempered Glass Film, Front and Back Bumper for Women Men, 41 mm", "asin": "B09Z1TSG3M", "price": "$12.97", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "MACHETE Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm with Stainless Steel Buckle Strap Acetate Resin iWatch Band for Ultra 2 1 Series 9/8/7/6/5/4/3/2/1/SE Women Men", "asin": "B0CVF4DLNG", "price": "$39.00", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Braided Solo Loop Elastic Nylon Sports Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Parachute Buckle Strap for iWatch Series Ultra 2 Ultra 10 9 8 7 6 5 4 3 2 1 se", "asin": "B0DNZJWHF6", "price": "$14.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DCFSJQ2Q", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Hamile Braided Solo Loop Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 44mm 45mm 49mm for Women Men, Stretchy Soft Nylon Adjustable Sport Strap for iWatch Bands Series 9 8 7 6 5 4 3 SE Ultra 2", "asin": "B0CR9PK1PR", "price": "$2.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray", "asin": "B08ZSHTCTJ", "price": "$8.54", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Stretchy Band and Bling Bumper Case Compatible with Apple Watch 40mm 38mm 41mm 42mm 44mm 45mm 46mm Women, Elastic Nylon Straps and Glitter Protective Frame for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE", "asin": "B0DLNPH88R", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Stretchy Sport Band Compatible with Apple Watch 46mm 45mm 44mm 42mm 49mm 41mm 40mm 38mm for Men Women, Elastic Solo Loop Nylon Strap Compatible for iWatch Series SE 10 9 8 7 6 5 4 3 2 Ultra", "asin": "B0CWD9V2NG", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "MioHHR Solid Stainless Steel Band Compatible with Apple Watch 44mm 42mm (Not Series 10), Metal Strap with Soft TPU Case for iWatch Series 6 5 4 3 2 1 SE Women and Men, Space Gray", "asin": "B08RB6JSJP", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Nylon Band Compatible with Apple Watch Band 42mm 44mm 40mm 38mm, Lightweight Breathable Sport Wrist Strap with Metal Buckle Compatible with iwatch Series 6/5/4/3/2/1 (Gray, 42mm/44mm)", "asin": "B08BZB4RSC", "price": "$9.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "POWER PRIMACY Leather Bands Compatible with Apple Watch Band 38mm 40mm 41mm 42mm-Series 10,Genuine Leather Strap Compatible for Women Men iWatch SE Series 10 9 8 7 6 5 4 3 2 1(Gray/Silver)", "asin": "B082FTWL8V", "price": "$17.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T01:11:59.077Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T01:11:59.077Z\",\"action\": \"click\",\"acion_argument\": \"filter\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T01:11:59.077Z\",\"action\": \"click\",\"acion_argument\": \"filter\",}</answer>",
"index": 106,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps\", \"asin\": \"B0716SKHHD\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Loop Nylon Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 49mm Ultra 2 iWatch Series 9 8 7 6 SE 5 4 3 2 1 Strap, Fit for iPhone Watch Band Women Men Stretchy\", \"asin\": \"B0BJD3FGRL\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"Stretchy Band and Bling Bumper Case Compatible with Apple Watch 40mm 38mm 41mm 42mm 44mm 45mm 46mm Women, Elastic Nylon Straps and Glitter Protective Frame for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE\", \"asin\": \"B0DLNPH88R\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Compatible with Apple Watch Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm, Solid Stainless Steel Metal Strap Replacement Watchband for Apple Watch Ultra2 Ultra iWatch Series 9 8 7 6 5 4 3 2 1 SE2 SE\", \"asin\": \"B0B6SC6N3D\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"MACHETE Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm with Stainless Steel Buckle Strap Acetate Resin iWatch Band for Ultra 2 1 Series 9/8/7/6/5/4/3/2/1/SE Women Men\", \"asin\": \"B0CVF4DLNG\", \"price\": \"$39.00\", \"quantity\": \"\"},\n{\"title\": \"Savior Survival Gear Paracord Watch Band - Compatible with Apple Watch Band 49mm 45mm 44mm 42mm - iWatch Band Series Ultra 9 8 7 6 5 4 3 2 1 SE - Adjustable - Men & Women (Blue w/Silver HW, Large)\", \"asin\": \"B07ZG7CB7V\", \"price\": \"$28.95\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"WFEAGL Leather Bands Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women, Grain Leather Strap Slim Thin Wristband for iWatch Ultra SE SE2 Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B07T95GP3D\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Slim Silver Band Women Feminine Elegant Compatible with Apple Watch 42mm 44mm 45mm 46mm 49mm Adjustable Metal Strap Dressy Chain Bracelet for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra 1 2\", \"asin\": \"B0CJJ2XQC8\", \"price\": \"$17.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\\\" Rated 4.3 out of 5 stars by 298 reviews. Not eligible for Prime.\", \"asin\": \"B0BQCXC82N\"},\n{\"title\": \"Go to detail page for \\\"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\\\" Rated 4.3 out of 5 stars by 298 reviews. Eligible for Prime.\", \"asin\": \"B0BQ5RX2VQ\"},\n{\"title\": \"Go to detail page for \\\"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\\\" Rated 4.3 out of 5 stars by 298 reviews. Not eligible for Prime.\", \"asin\": \"B0BQ5VPRBC\"}],\n\"search_results\": [{\"title\": \"BARTON WATCH BANDS - Military Style Nylon Watch Bands Compatible with Apple Watch Models - 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, SE, Ultra & Ultra 2\", \"asin\": \"B08TPNB8PQ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps\", \"asin\": \"B0716SKHHD\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)\", \"asin\": \"B098QB6FDG\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)\", \"asin\": \"B08TCB32XQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K39ZYQ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Sport Loop Nylon Band Compatible with Apple Watch Band 38mm/40mm/41mm/42mm for Series 10 Ultra 2 iWatch Series 10-1 Strap, Fit for iPhone Watch Band Women Men Stretchy Elastic Braided,armygreen\", \"asin\": \"B0BJD28RS9\", \"price\": \"$10.07\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Compatible with Apple Watch Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm, Solid Stainless Steel Metal Strap Replacement Watchband for Apple Watch Ultra2 Ultra iWatch Series 9 8 7 6 5 4 3 2 1 SE2 SE\", \"asin\": \"B0B6SC6N3D\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Archer Watch Straps - Canvas Straps for Apple Watch\", \"asin\": \"B082MSF4CB\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2\", \"asin\": \"B0CLDF2L63\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray\", \"asin\": \"B0D6RMS3PK\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D972C5QK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Tensea (2 in 1) for Waterproof Apple Watch Screen Protector Case Series 9 8 7 41mm Accessories, iWatch Protective PC Face Cover Built-in Tempered Glass Film, Front and Back Bumper for Women Men, 41 mm\", \"asin\": \"B09Z1TSG3M\", \"price\": \"$12.97\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"MACHETE Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm with Stainless Steel Buckle Strap Acetate Resin iWatch Band for Ultra 2 1 Series 9/8/7/6/5/4/3/2/1/SE Women Men\", \"asin\": \"B0CVF4DLNG\", \"price\": \"$39.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Braided Solo Loop Elastic Nylon Sports Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Parachute Buckle Strap for iWatch Series Ultra 2 Ultra 10 9 8 7 6 5 4 3 2 1 se\", \"asin\": \"B0DNZJWHF6\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DCFSJQ2Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Hamile Braided Solo Loop Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 44mm 45mm 49mm for Women Men, Stretchy Soft Nylon Adjustable Sport Strap for iWatch Bands Series 9 8 7 6 5 4 3 SE Ultra 2\", \"asin\": \"B0CR9PK1PR\", \"price\": \"$2.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray\", \"asin\": \"B08ZSHTCTJ\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Band and Bling Bumper Case Compatible with Apple Watch 40mm 38mm 41mm 42mm 44mm 45mm 46mm Women, Elastic Nylon Straps and Glitter Protective Frame for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE\", \"asin\": \"B0DLNPH88R\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Sport Band Compatible with Apple Watch 46mm 45mm 44mm 42mm 49mm 41mm 40mm 38mm for Men Women, Elastic Solo Loop Nylon Strap Compatible for iWatch Series SE 10 9 8 7 6 5 4 3 2 Ultra\", \"asin\": \"B0CWD9V2NG\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"MioHHR Solid Stainless Steel Band Compatible with Apple Watch 44mm 42mm (Not Series 10), Metal Strap with Soft TPU Case for iWatch Series 6 5 4 3 2 1 SE Women and Men, Space Gray\", \"asin\": \"B08RB6JSJP\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Nylon Band Compatible with Apple Watch Band 42mm 44mm 40mm 38mm, Lightweight Breathable Sport Wrist Strap with Metal Buckle Compatible with iwatch Series 6/5/4/3/2/1 (Gray, 42mm/44mm)\", \"asin\": \"B08BZB4RSC\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"POWER PRIMACY Leather Bands Compatible with Apple Watch Band 38mm 40mm 41mm 42mm-Series 10,Genuine Leather Strap Compatible for Women Men iWatch SE Series 10 9 8 7 6 5 4 3 2 1(Gray/Silver)\", \"asin\": \"B082FTWL8V\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:11:59.077Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCWB3KR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Cape Cod Blue\", \"asin\": \"B098F7CB8C\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"AMSKY 6 Pack Sport Nylon Loop Bands Compatible with Apple Watch Band 40mm 41mm 38mm 42mm 44mm 45mm 46mm 49mm for Women Men,Stretchy Vel-Cro Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DP1VZYD4\", \"price\": \"$12.33\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Adjustable Elastic Band Compatible with Apple Watch Bands 41mm 40mm 38mm 45mm 46mm 44mm 42mm Women Men, Stretchy Soft Nylon Strap for Apple Watch SE iWatch Series 10/9/8/7/6/5/4/3/2/1\", \"asin\": \"B095W4RRWL\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Silicone Magnetic Adjustable Loop Strap for iWatch Ultra 2 Series 10 9 8 7 SE 6 5 4 (42/41/40/38, Gray Blue)\", \"asin\": \"B0CX48YHCK\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0B857HHFR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Wearlizer Leather Band Compatible with Apple Watch Bands Women 41mm 40mm 38mm 49mm 46mm 45mm 44mm 42mm, Fancy Dressy Strap for iWatch Series 10 9 8 Ultra SE 7 6 5 4 3 2 1\", \"asin\": \"B0B4NYR26K\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"JR.DM Resin Stretchy White Tortoise Fancy Beaded Bracelet Light Watch Band Women Compatible with Apple Watch Band 38mm 40mm 41mm Strap Wristband for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE\", \"asin\": \"B0CGLXL9N7\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Bands Compatible with Apple Watch Ultra Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm,Men Women Soft Silicone Waterproof Strap for iWatch Series 8 7 6 5 4 3 2 SE Ultra (42/44/45/49mm, Orange yellow)\", \"asin\": \"B0C71FNHS3\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Slim Silver Band for Women Feminine Elegant Compatible with Apple Watch 38mm 40mm 41mm 42mm (S10) Adjustable Metal Strap Dressy Chain Bracelet for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE\", \"asin\": \"B0CHRWKGBV\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\\\" Rated 4.3 out of 5 stars by 298 reviews. Eligible for Prime.\", \"asin\": \"B0BQ5RX2VQ\"}],\n\"search_results\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\", \"asin\": \"B09ZP9W14Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Archer Watch Straps - Canvas Straps for Apple Watch\", \"asin\": \"B082MTS2LJ\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 13 - 16 for Prime members\"},\n{\"title\": \"AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)\", \"asin\": \"B08TCB32XQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)\", \"asin\": \"B098QB6FDG\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K39ZYQ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pack Stretchy Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Sport Nylon Elastic Straps Braided Wristbands for iWatch Series 10 9 8 7 6 5 4 3 Ultra SE\", \"asin\": \"B0B7JM3SLZ\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCWB3KR\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D972C5QK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2\", \"asin\": \"B0CLDF2L63\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray\", \"asin\": \"B0D6RMS3PK\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Solo Loop Elastic Nylon Sports Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Parachute Buckle Strap for iWatch Series Ultra 2 Ultra 10 9 8 7 6 5 4 3 2 1 se\", \"asin\": \"B0DNZJWHF6\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Adorve Stretchy Band Compatible with Apple Watch Band Ultra 2 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Bands Series 10/SE/9/8/7/6/5/4/3/2/1\", \"asin\": \"B096RY7KTN\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DCFSJQ2Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Archer Watch Straps - Canvas Straps for Apple Watch\", \"asin\": \"B082MSF4CB\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Hamile Braided Solo Loop Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 44mm 45mm 49mm for Women Men, Stretchy Soft Nylon Adjustable Sport Strap for iWatch Bands Series 9 8 7 6 5 4 3 SE Ultra 2\", \"asin\": \"B0CR9PK1PR\", \"price\": \"$2.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray\", \"asin\": \"B08ZSHTCTJ\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Cape Cod Blue\", \"asin\": \"B098F7CB8C\", \"price\": \"$10.07\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stretchy Sport Band Compatible with Apple Watch 46mm 45mm 44mm 42mm 49mm 41mm 40mm 38mm for Men Women, Elastic Solo Loop Nylon Strap Compatible for iWatch Series SE 10 9 8 7 6 5 4 3 2 Ultra\", \"asin\": \"B0CWD9V2NG\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Braided Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Adjustable Elastic Nylon for iWatch Series 10 9 8 7 6 5 4 3 2 Se Ultra Ultra 2\", \"asin\": \"B096SB6GVV\", \"price\": \"$8.54\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5FD71J\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Arae Magnetic Stretchy Watch Band Compatible for Apple Watch Band 49mm 45mm 44mm 42mm, Comfortable Adjustable Straps Wristbands for iWatch Series 9 8 7 6 5 4 SE 3 2 1 Ultra Women Men,Space Gray\", \"asin\": \"B0CZDRX9GQ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:12:05.683Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T01:12:05.683Z
|
click_product
|
B09ZP9W14Q
|
rule
|
train
| 107 |
2025-04-08T01:12:05.683Z
|
click_product
|
B09ZP9W14Q
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
{"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"}
{"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"}
{"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"}
{"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"}
{"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"}
{"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"}
{"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}
{"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"}
{"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"}
{"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"}
{"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"}
{"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"}
{"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"}
{"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"}
{"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"}
{"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"}
{"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"}
{"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"}
{"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"}
{"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "apple watch \u8868\u5e26 silver Gray nylon"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"promotion_items": [{"title": "Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1", "asin": "B0BXCWB3KR", "price": "$9.99", "quantity": ""},
{"title": "Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Cape Cod Blue", "asin": "B098F7CB8C", "price": "$10.07", "quantity": ""},
{"title": "AMSKY 6 Pack Sport Nylon Loop Bands Compatible with Apple Watch Band 40mm 41mm 38mm 42mm 44mm 45mm 46mm 49mm for Women Men,Stretchy Vel-Cro Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DP1VZYD4", "price": "$12.33", "quantity": ""},
{"title": "DaQin 3 Pack Adjustable Elastic Band Compatible with Apple Watch Bands 41mm 40mm 38mm 45mm 46mm 44mm 42mm Women Men, Stretchy Soft Nylon Strap for Apple Watch SE iWatch Series 10/9/8/7/6/5/4/3/2/1", "asin": "B095W4RRWL", "price": "$12.99", "quantity": ""},
{"title": "Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Silicone Magnetic Adjustable Loop Strap for iWatch Ultra 2 Series 10 9 8 7 SE 6 5 4 (42/41/40/38, Gray Blue)", "asin": "B0CX48YHCK", "price": "$19.99", "quantity": ""},
{"title": "Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1", "asin": "B0B857HHFR", "price": "$9.99", "quantity": ""},
{"title": "Wearlizer Leather Band Compatible with Apple Watch Bands Women 41mm 40mm 38mm 49mm 46mm 45mm 44mm 42mm, Fancy Dressy Strap for iWatch Series 10 9 8 Ultra SE 7 6 5 4 3 2 1", "asin": "B0B4NYR26K", "price": "$16.97", "quantity": ""},
{"title": "JR.DM Resin Stretchy White Tortoise Fancy Beaded Bracelet Light Watch Band Women Compatible with Apple Watch Band 38mm 40mm 41mm Strap Wristband for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE", "asin": "B0CGLXL9N7", "price": "$15.99", "quantity": ""},
{"title": "Sport Bands Compatible with Apple Watch Ultra Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm,Men Women Soft Silicone Waterproof Strap for iWatch Series 8 7 6 5 4 3 2 SE Ultra (42/44/45/49mm, Orange yellow)", "asin": "B0C71FNHS3", "price": "$9.99", "quantity": ""},
{"title": "Slim Silver Band for Women Feminine Elegant Compatible with Apple Watch 38mm 40mm 41mm 42mm (S10) Adjustable Metal Strap Dressy Chain Bracelet for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE", "asin": "B0CHRWKGBV", "price": "$16.99", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\" Rated 4.3 out of 5 stars by 298 reviews. Eligible for Prime.", "asin": "B0BQ5RX2VQ"}],
"search_results": [{"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black", "asin": "B09ZP9W14Q", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Archer Watch Straps - Canvas Straps for Apple Watch", "asin": "B082MTS2LJ", "price": "$29.99", "delivery": "FREE delivery Apr 13 - 16 for Prime members"},
{"title": "AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)", "asin": "B08TCB32XQ", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap", "asin": "B0CKPB8DNK", "price": "$7.19", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)", "asin": "B098QB6FDG", "price": "$10.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K39ZYQ", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "4 Pack Stretchy Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Sport Nylon Elastic Straps Braided Wristbands for iWatch Series 10 9 8 7 6 5 4 3 Ultra SE", "asin": "B0B7JM3SLZ", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1", "asin": "B0BXCWB3KR", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0D972C5QK", "price": "$5.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2", "asin": "B0CLDF2L63", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray", "asin": "B0D6RMS3PK", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Braided Solo Loop Elastic Nylon Sports Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Parachute Buckle Strap for iWatch Series Ultra 2 Ultra 10 9 8 7 6 5 4 3 2 1 se", "asin": "B0DNZJWHF6", "price": "$14.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Adorve Stretchy Band Compatible with Apple Watch Band Ultra 2 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Bands Series 10/SE/9/8/7/6/5/4/3/2/1", "asin": "B096RY7KTN", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men", "asin": "B0CB5TXHMW", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DCFSJQ2Q", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Archer Watch Straps - Canvas Straps for Apple Watch", "asin": "B082MSF4CB", "price": "$29.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Hamile Braided Solo Loop Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 44mm 45mm 49mm for Women Men, Stretchy Soft Nylon Adjustable Sport Strap for iWatch Bands Series 9 8 7 6 5 4 3 SE Ultra 2", "asin": "B0CR9PK1PR", "price": "$2.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray", "asin": "B08ZSHTCTJ", "price": "$8.54", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Cape Cod Blue", "asin": "B098F7CB8C", "price": "$10.07", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Stretchy Sport Band Compatible with Apple Watch 46mm 45mm 44mm 42mm 49mm 41mm 40mm 38mm for Men Women, Elastic Solo Loop Nylon Strap Compatible for iWatch Series SE 10 9 8 7 6 5 4 3 2 Ultra", "asin": "B0CWD9V2NG", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Stretchy Braided Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Adjustable Elastic Nylon for iWatch Series 10 9 8 7 6 5 4 3 2 Se Ultra Ultra 2", "asin": "B096SB6GVV", "price": "$8.54", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1", "asin": "B0DB5FD71J", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Arae Magnetic Stretchy Watch Band Compatible for Apple Watch Band 49mm 45mm 44mm 42mm, Comfortable Adjustable Straps Wristbands for iWatch Series 9 8 7 6 5 4 SE 3 2 1 Ultra Women Men,Space Gray", "asin": "B0CZDRX9GQ", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T01:12:05.683Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T01:12:05.683Z\",\"action\": \"click_product\",\"acion_argument\": \"B09ZP9W14Q\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T01:12:05.683Z\",\"action\": \"click_product\",\"acion_argument\": \"B09ZP9W14Q\",}</answer>",
"index": 107,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCWB3KR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Cape Cod Blue\", \"asin\": \"B098F7CB8C\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"AMSKY 6 Pack Sport Nylon Loop Bands Compatible with Apple Watch Band 40mm 41mm 38mm 42mm 44mm 45mm 46mm 49mm for Women Men,Stretchy Vel-Cro Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DP1VZYD4\", \"price\": \"$12.33\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Adjustable Elastic Band Compatible with Apple Watch Bands 41mm 40mm 38mm 45mm 46mm 44mm 42mm Women Men, Stretchy Soft Nylon Strap for Apple Watch SE iWatch Series 10/9/8/7/6/5/4/3/2/1\", \"asin\": \"B095W4RRWL\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Silicone Magnetic Adjustable Loop Strap for iWatch Ultra 2 Series 10 9 8 7 SE 6 5 4 (42/41/40/38, Gray Blue)\", \"asin\": \"B0CX48YHCK\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0B857HHFR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Wearlizer Leather Band Compatible with Apple Watch Bands Women 41mm 40mm 38mm 49mm 46mm 45mm 44mm 42mm, Fancy Dressy Strap for iWatch Series 10 9 8 Ultra SE 7 6 5 4 3 2 1\", \"asin\": \"B0B4NYR26K\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"JR.DM Resin Stretchy White Tortoise Fancy Beaded Bracelet Light Watch Band Women Compatible with Apple Watch Band 38mm 40mm 41mm Strap Wristband for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE\", \"asin\": \"B0CGLXL9N7\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Bands Compatible with Apple Watch Ultra Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm,Men Women Soft Silicone Waterproof Strap for iWatch Series 8 7 6 5 4 3 2 SE Ultra (42/44/45/49mm, Orange yellow)\", \"asin\": \"B0C71FNHS3\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Slim Silver Band for Women Feminine Elegant Compatible with Apple Watch 38mm 40mm 41mm 42mm (S10) Adjustable Metal Strap Dressy Chain Bracelet for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE\", \"asin\": \"B0CHRWKGBV\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\\\" Rated 4.3 out of 5 stars by 298 reviews. Eligible for Prime.\", \"asin\": \"B0BQ5RX2VQ\"}],\n\"search_results\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\", \"asin\": \"B09ZP9W14Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Archer Watch Straps - Canvas Straps for Apple Watch\", \"asin\": \"B082MTS2LJ\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 13 - 16 for Prime members\"},\n{\"title\": \"AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)\", \"asin\": \"B08TCB32XQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)\", \"asin\": \"B098QB6FDG\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K39ZYQ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pack Stretchy Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Sport Nylon Elastic Straps Braided Wristbands for iWatch Series 10 9 8 7 6 5 4 3 Ultra SE\", \"asin\": \"B0B7JM3SLZ\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCWB3KR\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D972C5QK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2\", \"asin\": \"B0CLDF2L63\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray\", \"asin\": \"B0D6RMS3PK\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Solo Loop Elastic Nylon Sports Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Parachute Buckle Strap for iWatch Series Ultra 2 Ultra 10 9 8 7 6 5 4 3 2 1 se\", \"asin\": \"B0DNZJWHF6\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Adorve Stretchy Band Compatible with Apple Watch Band Ultra 2 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Bands Series 10/SE/9/8/7/6/5/4/3/2/1\", \"asin\": \"B096RY7KTN\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DCFSJQ2Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Archer Watch Straps - Canvas Straps for Apple Watch\", \"asin\": \"B082MSF4CB\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Hamile Braided Solo Loop Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 44mm 45mm 49mm for Women Men, Stretchy Soft Nylon Adjustable Sport Strap for iWatch Bands Series 9 8 7 6 5 4 3 SE Ultra 2\", \"asin\": \"B0CR9PK1PR\", \"price\": \"$2.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray\", \"asin\": \"B08ZSHTCTJ\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Cape Cod Blue\", \"asin\": \"B098F7CB8C\", \"price\": \"$10.07\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stretchy Sport Band Compatible with Apple Watch 46mm 45mm 44mm 42mm 49mm 41mm 40mm 38mm for Men Women, Elastic Solo Loop Nylon Strap Compatible for iWatch Series SE 10 9 8 7 6 5 4 3 2 Ultra\", \"asin\": \"B0CWD9V2NG\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Braided Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Adjustable Elastic Nylon for iWatch Series 10 9 8 7 6 5 4 3 2 Se Ultra Ultra 2\", \"asin\": \"B096SB6GVV\", \"price\": \"$8.54\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5FD71J\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Arae Magnetic Stretchy Watch Band Compatible for Apple Watch Band 49mm 45mm 44mm 42mm, Comfortable Adjustable Straps Wristbands for iWatch Series 9 8 7 6 5 4 SE 3 2 1 Ultra Women Men,Space Gray\", \"asin\": \"B0CZDRX9GQ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:12:05.683Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09ZP9W14Q\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\"},\n{\"price\": \"$9.99\"},\n{\"bullet_list\": \"\\u3010Compatible Model & Fit Wrist Size\\u3011\\uff1aEpuly magnetic clasp stainless steel mesh Loop fully compatible with apple watch 46mm(2024 series 10), ultra 2 band 49mm 45mm 44mm series 9, series 8, series 7, series SE, series 6, series 5, series 4, series 3, series 2. Fits 6.10-7.3 inch wrist (155mm-185mm) \\u3010Material & Design\\u3011:EPULY iWatch strap woven of high quality stainless steel, classy and stylish, the smooth mesh loop fluidly around your wrist , and because it`s fully magnetic, the band is adjustable, ensuring a perfect fit \\u3010Strong magnetic & Breathable\\u3011:Strong magnetic clasp for closure to avoid the stainless steel mesh band from falling off and being loose,and the mesh loop breathable and comfortable, sweat-proof and no rash.[NOTICE:Please buy with caution if you have frequent contact with metal in your life,the magnet clasp will attract other metals \\u3010Great Gift for Men & Women\\u3011:The Watch band is suitable for daily use, holiday parties, also concerts and very proper to be used as gifts for Wedding, birthday, Valentines' day, Mothers' day, father' day, Christmas, Thanksgiving Day etc \\u3010What You Get & 24-Hours Online Service \\u3011:1* iWatch band. Any problem with our iWatch bands, please contact us at the first time,we are glad to service for you within 24h\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"Series10 42mm/41mm/40mm/38mm\"}],\n\"promotion_items\": [{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands\", \"asin\": \"B09V5N5SPY\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SUNFWR Leather Bands Compatible with Apple Watch Band 42mm 44mm 45mm 46mm 49mm for Men Women, Top Grain Genuine Leather Replacement Strap for iWatch Ultra2 Ultra SE2 SE Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0BXDDWJT7\", \"price\": \"$12.98\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"TRA Stainless Steel Metal Compatible with Apple Watch Band 38mm 42mm 40mm 44mm 41mm 45mm 46mm 49mm, Mesh Magnetic Clasp Loop Strap Wristband for iWatch Ultra Series 10/9/8/SE/7/6/5/4/3/2/1 Men Women\", \"asin\": \"B0CJLBXL8P\", \"price\": \"$7.97\", \"quantity\": \"\"},\n{\"title\": \"WANLISS Original Metal Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 49mm for Women Men, Magnetic Stainless Steel for iWatch Se Ultra Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0DSBBZMD8\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Band Compatible with Apple Watch Bands 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Soft Silicone Wristband Strap with Classic Clasp for iWatch Series 10 9 Ultra SE 8 7 6 5 4 3 2 1 for Women Men\", \"asin\": \"B0B1LYSB67\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Compatible with Apple Watch Band 49 46 45 44 42 41 40 38mm, Double Sided Wearable S...\", \"asin\": \"B0D3X583MY\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"TRA Stainless Steel Metal Compatible with Apple Watch Band 38mm 42mm 40mm 44mm 41mm 45mm 46mm 49mm, Mesh Magnetic Clasp Loop Strap Wristband for iWatch Ultra Series 10/9/8/SE/7/6/5/4/3/2/1 Men Women\", \"asin\": \"B0CJLBXL8P\", \"price\": \"$7.97\", \"quantity\": \"\"},\n{\"title\": \"Adorve Stretchy Band Compatible with Apple Watch Band Ultra 2 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Bands Series 10/SE/9/8/7/6/5/4/3/2/1\", \"asin\": \"B096RY7KTN\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SNBLK Magnetic Watchband Compatible with Apple Watch for Men 44mm 45mm 46mm 49mm 42mm 41mm 40mm 38mm Women, Silicone Sport Strong Magnet Strap for iWatch Series 10 9 ULTRA 2 SE 8 7 6 5 4 3 1\", \"asin\": \"B0DFQ7FC5X\", \"price\": \"$15.29\", \"quantity\": \"\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands\", \"asin\": \"B09V5N5SPY\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SUNFWR Leather Bands Compatible with Apple Watch Band 42mm 44mm 45mm 46mm 49mm for Men Women, Top Grain Genuine Leather Replacement Strap for iWatch Ultra2 Ultra SE2 SE Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0BXDDWJT7\", \"price\": \"$12.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\", \"asin\": \"B09ZP9W14Q\", \"price\": \"$9.99\"},\n{\"title\": \"TRUMiRR Black Band for Apple Watch 10 46mm /44mm 45mm 49mm Men Women, Mesh Stainless Steel Watchband Replacement Strap for iWatch Apple Watch SE Ultra 2 Series 10 9 8 7 6 5 4 44mm 45mm 49mm\", \"asin\": \"B08QHLG36R\", \"price\": \"$15.99\"},\n{\"title\": \"CTYBB Milanese Mesh Loop Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm Men Women, Stainless Steel Wider Metal Strap Magnetic Clasp for iWatch Series Ultra 2/Ultra 10 9 8 7 SE 6 5 4 3 2 1\", \"asin\": \"B0DJX9W3BD\", \"price\": \"$9.99\"},\n{\"title\": \"Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands\", \"asin\": \"B09V5N5SPY\", \"price\": \"$9.99\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\"},\n{\"title\": \"Astorgos Stainless Steel Mesh Loop Compatible with Apple Watch Band Ultra/Ultra2 49mm/Series 9/8/7/6/5/4/3/2/1/SE 42/44/45mm,Dual Magnetic Clasp Wristband Metal Magnetic Strap for Women Men, Black\", \"asin\": \"B0CZ92TGJK\", \"price\": \"$12.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:12:14.918Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T01:12:14.918Z
|
click
|
product_option
|
rule
|
train
| 108 |
2025-04-08T01:12:14.918Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
{"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"}
{"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"}
{"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"}
{"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"}
{"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"}
{"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"}
{"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}
{"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"}
{"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"}
{"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"}
{"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"}
{"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"}
{"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"}
{"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"}
{"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"}
{"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"}
{"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"}
{"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"}
{"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"}
{"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "apple watch \u8868\u5e26 silver Gray nylon"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"product_details": [{"asin": "B09ZP9W14Q"},
{"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black"},
{"price": "$9.99"},
{"bullet_list": "\u3010Compatible Model & Fit Wrist Size\u3011\uff1aEpuly magnetic clasp stainless steel mesh Loop fully compatible with apple watch 46mm(2024 series 10), ultra 2 band 49mm 45mm 44mm series 9, series 8, series 7, series SE, series 6, series 5, series 4, series 3, series 2. Fits 6.10-7.3 inch wrist (155mm-185mm) \u3010Material & Design\u3011:EPULY iWatch strap woven of high quality stainless steel, classy and stylish, the smooth mesh loop fluidly around your wrist , and because it`s fully magnetic, the band is adjustable, ensuring a perfect fit \u3010Strong magnetic & Breathable\u3011:Strong magnetic clasp for closure to avoid the stainless steel mesh band from falling off and being loose,and the mesh loop breathable and comfortable, sweat-proof and no rash.[NOTICE:Please buy with caution if you have frequent contact with metal in your life,the magnet clasp will attract other metals \u3010Great Gift for Men & Women\u3011:The Watch band is suitable for daily use, holiday parties, also concerts and very proper to be used as gifts for Wedding, birthday, Valentines' day, Mothers' day, father' day, Christmas, Thanksgiving Day etc \u3010What You Get & 24-Hours Online Service \u3011:1* iWatch band. Any problem with our iWatch bands, please contact us at the first time,we are glad to service for you within 24h"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Black"},
{"Size": "Series10 42mm/41mm/40mm/38mm"}],
"promotion_items": [{"title": "Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men", "asin": "B0CB5TXHMW", "price": "$13.99", "quantity": ""},
{"title": "Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands", "asin": "B09V5N5SPY", "price": "$9.99", "quantity": ""},
{"title": "SUNFWR Leather Bands Compatible with Apple Watch Band 42mm 44mm 45mm 46mm 49mm for Men Women, Top Grain Genuine Leather Replacement Strap for iWatch Ultra2 Ultra SE2 SE Series 10 9 8 7 6 5 4 3 2 1", "asin": "B0BXDDWJT7", "price": "$12.98", "quantity": ""},
{"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""},
{"title": "TRA Stainless Steel Metal Compatible with Apple Watch Band 38mm 42mm 40mm 44mm 41mm 45mm 46mm 49mm, Mesh Magnetic Clasp Loop Strap Wristband for iWatch Ultra Series 10/9/8/SE/7/6/5/4/3/2/1 Men Women", "asin": "B0CJLBXL8P", "price": "$7.97", "quantity": ""},
{"title": "WANLISS Original Metal Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 49mm for Women Men, Magnetic Stainless Steel for iWatch Se Ultra Series 10 9 8 7 6 5 4 3 2 1", "asin": "B0DSBBZMD8", "price": "$9.99", "quantity": ""},
{"title": "Sport Band Compatible with Apple Watch Bands 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Soft Silicone Wristband Strap with Classic Clasp for iWatch Series 10 9 Ultra SE 8 7 6 5 4 3 2 1 for Women Men", "asin": "B0B1LYSB67", "price": "$9.99", "quantity": ""},
{"title": "Compatible with Apple Watch Band 49 46 45 44 42 41 40 38mm, Double Sided Wearable S...", "asin": "B0D3X583MY", "price": "$21.99", "quantity": ""},
{"title": "TRA Stainless Steel Metal Compatible with Apple Watch Band 38mm 42mm 40mm 44mm 41mm 45mm 46mm 49mm, Mesh Magnetic Clasp Loop Strap Wristband for iWatch Ultra Series 10/9/8/SE/7/6/5/4/3/2/1 Men Women", "asin": "B0CJLBXL8P", "price": "$7.97", "quantity": ""},
{"title": "Adorve Stretchy Band Compatible with Apple Watch Band Ultra 2 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Bands Series 10/SE/9/8/7/6/5/4/3/2/1", "asin": "B096RY7KTN", "price": "$9.99", "quantity": ""},
{"title": "SNBLK Magnetic Watchband Compatible with Apple Watch for Men 44mm 45mm 46mm 49mm 42mm 41mm 40mm 38mm Women, Silicone Sport Strong Magnet Strap for iWatch Series 10 9 ULTRA 2 SE 8 7 6 5 4 3 1", "asin": "B0DFQ7FC5X", "price": "$15.29", "quantity": ""},
{"title": "Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men", "asin": "B0CB5TXHMW", "price": "$13.99", "quantity": ""},
{"title": "Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands", "asin": "B09V5N5SPY", "price": "$9.99", "quantity": ""},
{"title": "SUNFWR Leather Bands Compatible with Apple Watch Band 42mm 44mm 45mm 46mm 49mm for Men Women, Top Grain Genuine Leather Replacement Strap for iWatch Ultra2 Ultra SE2 SE Series 10 9 8 7 6 5 4 3 2 1", "asin": "B0BXDDWJT7", "price": "$12.98", "quantity": ""}],
"comparison_items": [{"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black", "asin": "B09ZP9W14Q", "price": "$9.99"},
{"title": "TRUMiRR Black Band for Apple Watch 10 46mm /44mm 45mm 49mm Men Women, Mesh Stainless Steel Watchband Replacement Strap for iWatch Apple Watch SE Ultra 2 Series 10 9 8 7 6 5 4 44mm 45mm 49mm", "asin": "B08QHLG36R", "price": "$15.99"},
{"title": "CTYBB Milanese Mesh Loop Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm Men Women, Stainless Steel Wider Metal Strap Magnetic Clasp for iWatch Series Ultra 2/Ultra 10 9 8 7 SE 6 5 4 3 2 1", "asin": "B0DJX9W3BD", "price": "$9.99"},
{"title": "Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands", "asin": "B09V5N5SPY", "price": "$9.99"},
{"title": "Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men", "asin": "B0CB5TXHMW", "price": "$13.99"},
{"title": "Astorgos Stainless Steel Mesh Loop Compatible with Apple Watch Band Ultra/Ultra2 49mm/Series 9/8/7/6/5/4/3/2/1/SE 42/44/45mm,Dual Magnetic Clasp Wristband Metal Magnetic Strap for Women Men, Black", "asin": "B0CZ92TGJK", "price": "$12.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T01:12:14.918Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T01:12:14.918Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T01:12:14.918Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 108,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09ZP9W14Q\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\"},\n{\"price\": \"$9.99\"},\n{\"bullet_list\": \"\\u3010Compatible Model & Fit Wrist Size\\u3011\\uff1aEpuly magnetic clasp stainless steel mesh Loop fully compatible with apple watch 46mm(2024 series 10), ultra 2 band 49mm 45mm 44mm series 9, series 8, series 7, series SE, series 6, series 5, series 4, series 3, series 2. Fits 6.10-7.3 inch wrist (155mm-185mm) \\u3010Material & Design\\u3011:EPULY iWatch strap woven of high quality stainless steel, classy and stylish, the smooth mesh loop fluidly around your wrist , and because it`s fully magnetic, the band is adjustable, ensuring a perfect fit \\u3010Strong magnetic & Breathable\\u3011:Strong magnetic clasp for closure to avoid the stainless steel mesh band from falling off and being loose,and the mesh loop breathable and comfortable, sweat-proof and no rash.[NOTICE:Please buy with caution if you have frequent contact with metal in your life,the magnet clasp will attract other metals \\u3010Great Gift for Men & Women\\u3011:The Watch band is suitable for daily use, holiday parties, also concerts and very proper to be used as gifts for Wedding, birthday, Valentines' day, Mothers' day, father' day, Christmas, Thanksgiving Day etc \\u3010What You Get & 24-Hours Online Service \\u3011:1* iWatch band. Any problem with our iWatch bands, please contact us at the first time,we are glad to service for you within 24h\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"Series10 42mm/41mm/40mm/38mm\"}],\n\"promotion_items\": [{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands\", \"asin\": \"B09V5N5SPY\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SUNFWR Leather Bands Compatible with Apple Watch Band 42mm 44mm 45mm 46mm 49mm for Men Women, Top Grain Genuine Leather Replacement Strap for iWatch Ultra2 Ultra SE2 SE Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0BXDDWJT7\", \"price\": \"$12.98\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"TRA Stainless Steel Metal Compatible with Apple Watch Band 38mm 42mm 40mm 44mm 41mm 45mm 46mm 49mm, Mesh Magnetic Clasp Loop Strap Wristband for iWatch Ultra Series 10/9/8/SE/7/6/5/4/3/2/1 Men Women\", \"asin\": \"B0CJLBXL8P\", \"price\": \"$7.97\", \"quantity\": \"\"},\n{\"title\": \"WANLISS Original Metal Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 49mm for Women Men, Magnetic Stainless Steel for iWatch Se Ultra Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0DSBBZMD8\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Band Compatible with Apple Watch Bands 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Soft Silicone Wristband Strap with Classic Clasp for iWatch Series 10 9 Ultra SE 8 7 6 5 4 3 2 1 for Women Men\", \"asin\": \"B0B1LYSB67\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Compatible with Apple Watch Band 49 46 45 44 42 41 40 38mm, Double Sided Wearable S...\", \"asin\": \"B0D3X583MY\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"TRA Stainless Steel Metal Compatible with Apple Watch Band 38mm 42mm 40mm 44mm 41mm 45mm 46mm 49mm, Mesh Magnetic Clasp Loop Strap Wristband for iWatch Ultra Series 10/9/8/SE/7/6/5/4/3/2/1 Men Women\", \"asin\": \"B0CJLBXL8P\", \"price\": \"$7.97\", \"quantity\": \"\"},\n{\"title\": \"Adorve Stretchy Band Compatible with Apple Watch Band Ultra 2 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Bands Series 10/SE/9/8/7/6/5/4/3/2/1\", \"asin\": \"B096RY7KTN\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SNBLK Magnetic Watchband Compatible with Apple Watch for Men 44mm 45mm 46mm 49mm 42mm 41mm 40mm 38mm Women, Silicone Sport Strong Magnet Strap for iWatch Series 10 9 ULTRA 2 SE 8 7 6 5 4 3 1\", \"asin\": \"B0DFQ7FC5X\", \"price\": \"$15.29\", \"quantity\": \"\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands\", \"asin\": \"B09V5N5SPY\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SUNFWR Leather Bands Compatible with Apple Watch Band 42mm 44mm 45mm 46mm 49mm for Men Women, Top Grain Genuine Leather Replacement Strap for iWatch Ultra2 Ultra SE2 SE Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0BXDDWJT7\", \"price\": \"$12.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\", \"asin\": \"B09ZP9W14Q\", \"price\": \"$9.99\"},\n{\"title\": \"TRUMiRR Black Band for Apple Watch 10 46mm /44mm 45mm 49mm Men Women, Mesh Stainless Steel Watchband Replacement Strap for iWatch Apple Watch SE Ultra 2 Series 10 9 8 7 6 5 4 44mm 45mm 49mm\", \"asin\": \"B08QHLG36R\", \"price\": \"$15.99\"},\n{\"title\": \"CTYBB Milanese Mesh Loop Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm Men Women, Stainless Steel Wider Metal Strap Magnetic Clasp for iWatch Series Ultra 2/Ultra 10 9 8 7 SE 6 5 4 3 2 1\", \"asin\": \"B0DJX9W3BD\", \"price\": \"$9.99\"},\n{\"title\": \"Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands\", \"asin\": \"B09V5N5SPY\", \"price\": \"$9.99\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\"},\n{\"title\": \"Astorgos Stainless Steel Mesh Loop Compatible with Apple Watch Band Ultra/Ultra2 49mm/Series 9/8/7/6/5/4/3/2/1/SE 42/44/45mm,Dual Magnetic Clasp Wristband Metal Magnetic Strap for Women Men, Black\", \"asin\": \"B0CZ92TGJK\", \"price\": \"$12.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:12:14.918Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09ZP8FB8F\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 38mm 40mm 41mm 42mm(Series 10),Stainless Steel Mesh Loop Magnetic Clasp Bands for iWatch Series SE 9 8 7 6 5 4 Women Men-42/41/40/38mm Black\"},\n{\"price\": \"$10.99\"},\n{\"bullet_list\": \"\\u3010Compatible Model & Fit Wrist Size\\u3011\\uff1aEpuly magnetic clasp stainless steel mesh Loop fully compatible with apple watch band 42mm(2024 series 10),41mm 40mm 38mm series 9, series 8, series 7, series SE, series 6, series 5, series 4, series 3, series 2, series 1. Fits 5.90-7.2 inch wrist (150mm-180mm). \\u3010Material & Design\\u3011:EPULY iWatch strap woven of high quality stainless steel, classy and stylish, the smooth mesh loop fluidly around your wrist , and because it`s fully magnetic, the band is adjustable, ensuring a perfect fit \\u3010Strong magnetic & Breathable\\u3011:Strong magnetic clasp for closure to avoid the stainless steel mesh band from falling off and being loose,and the mesh loop breathable and comfortable, sweat-proof and no rash.[NOTICE:Please buy with caution if you have frequent contact with metal in your life,the magnet clasp will attract other metals \\u3010Great Gift for Men & Women\\u3011:The Watch band is suitable for daily use, holiday parties, also concerts and very proper to be used as gifts for Wedding, birthday, Valentines' day, Mothers' day, father' day, Christmas, Thanksgiving Day etc \\u3010What You Get & 24-Hours Online Service \\u3011:1* iWatch band. Any problem with our iWatch bands, please contact us at the first time,we are glad to service for you within 24h\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"Series10 46mm/Ultra2 49mm/45mm/44mm\"}],\n\"promotion_items\": [{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands\", \"asin\": \"B09V5N5SPY\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Double Magnetic Compatible for Apple Watch Band Ultra 2,SE, Stainless Steel Strap M...\", \"asin\": \"B095C9G5DS\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"TRA Stainless Steel Metal Compatible with Apple Watch Band 38mm 42mm 40mm 44mm 41mm 45mm 46mm 49mm, Mesh Magnetic Clasp Loop Strap Wristband for iWatch Ultra Series 10/9/8/SE/7/6/5/4/3/2/1 Men Women\", \"asin\": \"B0CJLBXL8P\", \"price\": \"$7.97\", \"quantity\": \"\"},\n{\"title\": \"CALYX Magnetic Apple Watch Band, Compatible with Full-Size iWatch, Suitable for Apple Watch Ultra 2 SE Series 10 9 8 7 6 5 4 3 Band - Unisex\", \"asin\": \"B0CY58116N\", \"price\": \"$16.77\", \"quantity\": \"\"},\n{\"title\": \"Original Metal Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 4...\", \"asin\": \"B0DSBBZMD8\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCV38FZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Fullmosa Compatible Apple Watch Bands 49mm 45mm 46mm 44mm 42mm 41mm 40mm 38mm, Metal iWatch Band with Case for Apple Watch Ultra Series 10 9 8 7 6 5 4 3 2 1 SE, 42mm 44mm 45mm Black\", \"asin\": \"B07F1RRQXQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"SUNFWR Compatible with Apple Watch Band 45mm 44mm 42mm for Men Women, Stainless Steel Metal iWatch Band with Case for Apple Watch Series 9/8/7/6/5/4/3/2/1/SE/SE2(Black, 42mm 44mm 45mm)\", \"asin\": \"B0C1PZ281T\", \"price\": \"$12.39\", \"quantity\": \"\"},\n{\"title\": \"Anlinser Magnetic Bands Compatible with Apple Watch Band 49/46/45 44/42/41/40/38mm, Women Men Double Side Reversible Strap for iWatch Ultra 2 Series 10/9/8/7-1 SE (42/41/40/38, Black/Gray)\", \"asin\": \"B0B77H459X\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"CALYX Magnetic Apple Watch Band, Compatible with Full-Size iWatch, Suitable for Apple Watch Ultra 2 SE Series 10 9 8 7 6 5 4 3 Band - Unisex\", \"asin\": \"B0CY58116N\", \"price\": \"$16.77\", \"quantity\": \"\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands\", \"asin\": \"B09V5N5SPY\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm ...\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"EPULY Compatible with Apple Watch Band 38mm 40mm 41mm 42mm(Series 10),Stainless Steel Mesh Loop Magnetic Clasp Bands for iWatch Series SE 9 8 7 6 5 4 Women Men-42/41/40/38mm Black\", \"asin\": \"B09ZP8FB8F\", \"price\": \"$10.99\"},\n{\"title\": \"BELONGME 3 Pack Mesh Loop Compatible with Apple Watch Bands for Women Men 40mm 41mm 38mm 42mm 44mm 45mm 49mm 46mm Series 10 9 8 7 6 5 4 3 2 1 Ultra SE, Stainless Steel Metal Magnetic Strap for iWatch\", \"asin\": \"B0CPDFX35C\", \"price\": \"$10.85\"},\n{\"title\": \"Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 49mm 46mm men and women, Mesh Loop Magnetic Clasp Replacement for iWatch Bands Ultra Series 10 9 8 7 SE 6 5 4 3 2 1\", \"asin\": \"B0CHVRX6QG\", \"price\": \"$14.99\"},\n{\"title\": \"OULUOQI Stainless Steel Mesh Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Magnetic Clasp Replacement Strap for iwatch Series Ultra SE 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0DQDFXB88\", \"price\": \"$12.74\"},\n{\"title\": \"SUNFWR Compatible with Apple Watch Band 42mm for Men Women, Stainless Steel Metal iWatch Band with Case for Apple Watch Series 10 (Black, 42mm\\uff0810 Series)\", \"asin\": \"B0DGKWYJBQ\", \"price\": \"$16.99\"},\n{\"title\": \"Sunnywoo Milanese Mesh Loop Compatible with Apple Watch Bands 42mm 44mm 45mm 46mm 49mm 38mm 40mm 41mm for Men Women, Stainless Steel Mesh strap for iWatch Series 10 9 8 7 6 SE 5 4 3 2 1 Ultra\", \"asin\": \"B09C7ZV6JN\", \"price\": \"$10.91\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:13:12.521Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T01:13:12.521Z
|
click
|
product_option
|
rule
|
train
| 109 |
2025-04-08T01:13:12.521Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
{"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"}
{"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"}
{"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"}
{"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"}
{"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"}
{"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"}
{"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}
{"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"}
{"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"}
{"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"}
{"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"}
{"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"}
{"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"}
{"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"}
{"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"}
{"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"}
{"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"}
{"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"}
{"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"}
{"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"}
{"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "apple watch \u8868\u5e26 silver Gray nylon"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"product_details": [{"asin": "B09ZP8FB8F"},
{"title": "EPULY Compatible with Apple Watch Band 38mm 40mm 41mm 42mm(Series 10),Stainless Steel Mesh Loop Magnetic Clasp Bands for iWatch Series SE 9 8 7 6 5 4 Women Men-42/41/40/38mm Black"},
{"price": "$10.99"},
{"bullet_list": "\u3010Compatible Model & Fit Wrist Size\u3011\uff1aEpuly magnetic clasp stainless steel mesh Loop fully compatible with apple watch band 42mm(2024 series 10),41mm 40mm 38mm series 9, series 8, series 7, series SE, series 6, series 5, series 4, series 3, series 2, series 1. Fits 5.90-7.2 inch wrist (150mm-180mm). \u3010Material & Design\u3011:EPULY iWatch strap woven of high quality stainless steel, classy and stylish, the smooth mesh loop fluidly around your wrist , and because it`s fully magnetic, the band is adjustable, ensuring a perfect fit \u3010Strong magnetic & Breathable\u3011:Strong magnetic clasp for closure to avoid the stainless steel mesh band from falling off and being loose,and the mesh loop breathable and comfortable, sweat-proof and no rash.[NOTICE:Please buy with caution if you have frequent contact with metal in your life,the magnet clasp will attract other metals \u3010Great Gift for Men & Women\u3011:The Watch band is suitable for daily use, holiday parties, also concerts and very proper to be used as gifts for Wedding, birthday, Valentines' day, Mothers' day, father' day, Christmas, Thanksgiving Day etc \u3010What You Get & 24-Hours Online Service \u3011:1* iWatch band. Any problem with our iWatch bands, please contact us at the first time,we are glad to service for you within 24h"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Black"},
{"Size": "Series10 46mm/Ultra2 49mm/45mm/44mm"}],
"promotion_items": [{"title": "Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men", "asin": "B0CB5TXHMW", "price": "$13.99", "quantity": ""},
{"title": "Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands", "asin": "B09V5N5SPY", "price": "$9.99", "quantity": ""},
{"title": "Double Magnetic Compatible for Apple Watch Band Ultra 2,SE, Stainless Steel Strap M...", "asin": "B095C9G5DS", "price": "$9.98", "quantity": ""},
{"title": "TRA Stainless Steel Metal Compatible with Apple Watch Band 38mm 42mm 40mm 44mm 41mm 45mm 46mm 49mm, Mesh Magnetic Clasp Loop Strap Wristband for iWatch Ultra Series 10/9/8/SE/7/6/5/4/3/2/1 Men Women", "asin": "B0CJLBXL8P", "price": "$7.97", "quantity": ""},
{"title": "CALYX Magnetic Apple Watch Band, Compatible with Full-Size iWatch, Suitable for Apple Watch Ultra 2 SE Series 10 9 8 7 6 5 4 3 Band - Unisex", "asin": "B0CY58116N", "price": "$16.77", "quantity": ""},
{"title": "Original Metal Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 4...", "asin": "B0DSBBZMD8", "price": "$9.99", "quantity": ""},
{"title": "Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1", "asin": "B0BXCV38FZ", "price": "$9.99", "quantity": ""},
{"title": "Fullmosa Compatible Apple Watch Bands 49mm 45mm 46mm 44mm 42mm 41mm 40mm 38mm, Metal iWatch Band with Case for Apple Watch Ultra Series 10 9 8 7 6 5 4 3 2 1 SE, 42mm 44mm 45mm Black", "asin": "B07F1RRQXQ", "price": "$16.99", "quantity": ""},
{"title": "SUNFWR Compatible with Apple Watch Band 45mm 44mm 42mm for Men Women, Stainless Steel Metal iWatch Band with Case for Apple Watch Series 9/8/7/6/5/4/3/2/1/SE/SE2(Black, 42mm 44mm 45mm)", "asin": "B0C1PZ281T", "price": "$12.39", "quantity": ""},
{"title": "Anlinser Magnetic Bands Compatible with Apple Watch Band 49/46/45 44/42/41/40/38mm, Women Men Double Side Reversible Strap for iWatch Ultra 2 Series 10/9/8/7-1 SE (42/41/40/38, Black/Gray)", "asin": "B0B77H459X", "price": "$18.99", "quantity": ""},
{"title": "CALYX Magnetic Apple Watch Band, Compatible with Full-Size iWatch, Suitable for Apple Watch Ultra 2 SE Series 10 9 8 7 6 5 4 3 Band - Unisex", "asin": "B0CY58116N", "price": "$16.77", "quantity": ""},
{"title": "Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men", "asin": "B0CB5TXHMW", "price": "$13.99", "quantity": ""},
{"title": "Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands", "asin": "B09V5N5SPY", "price": "$9.99", "quantity": ""},
{"title": "Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm ...", "asin": "B0D2H67XGX", "price": "$4.99", "quantity": ""}],
"comparison_items": [{"title": "EPULY Compatible with Apple Watch Band 38mm 40mm 41mm 42mm(Series 10),Stainless Steel Mesh Loop Magnetic Clasp Bands for iWatch Series SE 9 8 7 6 5 4 Women Men-42/41/40/38mm Black", "asin": "B09ZP8FB8F", "price": "$10.99"},
{"title": "BELONGME 3 Pack Mesh Loop Compatible with Apple Watch Bands for Women Men 40mm 41mm 38mm 42mm 44mm 45mm 49mm 46mm Series 10 9 8 7 6 5 4 3 2 1 Ultra SE, Stainless Steel Metal Magnetic Strap for iWatch", "asin": "B0CPDFX35C", "price": "$10.85"},
{"title": "Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 49mm 46mm men and women, Mesh Loop Magnetic Clasp Replacement for iWatch Bands Ultra Series 10 9 8 7 SE 6 5 4 3 2 1", "asin": "B0CHVRX6QG", "price": "$14.99"},
{"title": "OULUOQI Stainless Steel Mesh Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Magnetic Clasp Replacement Strap for iwatch Series Ultra SE 10 9 8 7 6 5 4 3 2 1", "asin": "B0DQDFXB88", "price": "$12.74"},
{"title": "SUNFWR Compatible with Apple Watch Band 42mm for Men Women, Stainless Steel Metal iWatch Band with Case for Apple Watch Series 10 (Black, 42mm\uff0810 Series)", "asin": "B0DGKWYJBQ", "price": "$16.99"},
{"title": "Sunnywoo Milanese Mesh Loop Compatible with Apple Watch Bands 42mm 44mm 45mm 46mm 49mm 38mm 40mm 41mm for Men Women, Stainless Steel Mesh strap for iWatch Series 10 9 8 7 6 SE 5 4 3 2 1 Ultra", "asin": "B09C7ZV6JN", "price": "$10.91"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T01:13:12.521Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T01:13:12.521Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T01:13:12.521Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 109,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09ZP8FB8F\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 38mm 40mm 41mm 42mm(Series 10),Stainless Steel Mesh Loop Magnetic Clasp Bands for iWatch Series SE 9 8 7 6 5 4 Women Men-42/41/40/38mm Black\"},\n{\"price\": \"$10.99\"},\n{\"bullet_list\": \"\\u3010Compatible Model & Fit Wrist Size\\u3011\\uff1aEpuly magnetic clasp stainless steel mesh Loop fully compatible with apple watch band 42mm(2024 series 10),41mm 40mm 38mm series 9, series 8, series 7, series SE, series 6, series 5, series 4, series 3, series 2, series 1. Fits 5.90-7.2 inch wrist (150mm-180mm). \\u3010Material & Design\\u3011:EPULY iWatch strap woven of high quality stainless steel, classy and stylish, the smooth mesh loop fluidly around your wrist , and because it`s fully magnetic, the band is adjustable, ensuring a perfect fit \\u3010Strong magnetic & Breathable\\u3011:Strong magnetic clasp for closure to avoid the stainless steel mesh band from falling off and being loose,and the mesh loop breathable and comfortable, sweat-proof and no rash.[NOTICE:Please buy with caution if you have frequent contact with metal in your life,the magnet clasp will attract other metals \\u3010Great Gift for Men & Women\\u3011:The Watch band is suitable for daily use, holiday parties, also concerts and very proper to be used as gifts for Wedding, birthday, Valentines' day, Mothers' day, father' day, Christmas, Thanksgiving Day etc \\u3010What You Get & 24-Hours Online Service \\u3011:1* iWatch band. Any problem with our iWatch bands, please contact us at the first time,we are glad to service for you within 24h\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"Series10 46mm/Ultra2 49mm/45mm/44mm\"}],\n\"promotion_items\": [{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands\", \"asin\": \"B09V5N5SPY\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Double Magnetic Compatible for Apple Watch Band Ultra 2,SE, Stainless Steel Strap M...\", \"asin\": \"B095C9G5DS\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"TRA Stainless Steel Metal Compatible with Apple Watch Band 38mm 42mm 40mm 44mm 41mm 45mm 46mm 49mm, Mesh Magnetic Clasp Loop Strap Wristband for iWatch Ultra Series 10/9/8/SE/7/6/5/4/3/2/1 Men Women\", \"asin\": \"B0CJLBXL8P\", \"price\": \"$7.97\", \"quantity\": \"\"},\n{\"title\": \"CALYX Magnetic Apple Watch Band, Compatible with Full-Size iWatch, Suitable for Apple Watch Ultra 2 SE Series 10 9 8 7 6 5 4 3 Band - Unisex\", \"asin\": \"B0CY58116N\", \"price\": \"$16.77\", \"quantity\": \"\"},\n{\"title\": \"Original Metal Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 4...\", \"asin\": \"B0DSBBZMD8\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCV38FZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Fullmosa Compatible Apple Watch Bands 49mm 45mm 46mm 44mm 42mm 41mm 40mm 38mm, Metal iWatch Band with Case for Apple Watch Ultra Series 10 9 8 7 6 5 4 3 2 1 SE, 42mm 44mm 45mm Black\", \"asin\": \"B07F1RRQXQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"SUNFWR Compatible with Apple Watch Band 45mm 44mm 42mm for Men Women, Stainless Steel Metal iWatch Band with Case for Apple Watch Series 9/8/7/6/5/4/3/2/1/SE/SE2(Black, 42mm 44mm 45mm)\", \"asin\": \"B0C1PZ281T\", \"price\": \"$12.39\", \"quantity\": \"\"},\n{\"title\": \"Anlinser Magnetic Bands Compatible with Apple Watch Band 49/46/45 44/42/41/40/38mm, Women Men Double Side Reversible Strap for iWatch Ultra 2 Series 10/9/8/7-1 SE (42/41/40/38, Black/Gray)\", \"asin\": \"B0B77H459X\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"CALYX Magnetic Apple Watch Band, Compatible with Full-Size iWatch, Suitable for Apple Watch Ultra 2 SE Series 10 9 8 7 6 5 4 3 Band - Unisex\", \"asin\": \"B0CY58116N\", \"price\": \"$16.77\", \"quantity\": \"\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands\", \"asin\": \"B09V5N5SPY\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm ...\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"EPULY Compatible with Apple Watch Band 38mm 40mm 41mm 42mm(Series 10),Stainless Steel Mesh Loop Magnetic Clasp Bands for iWatch Series SE 9 8 7 6 5 4 Women Men-42/41/40/38mm Black\", \"asin\": \"B09ZP8FB8F\", \"price\": \"$10.99\"},\n{\"title\": \"BELONGME 3 Pack Mesh Loop Compatible with Apple Watch Bands for Women Men 40mm 41mm 38mm 42mm 44mm 45mm 49mm 46mm Series 10 9 8 7 6 5 4 3 2 1 Ultra SE, Stainless Steel Metal Magnetic Strap for iWatch\", \"asin\": \"B0CPDFX35C\", \"price\": \"$10.85\"},\n{\"title\": \"Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 49mm 46mm men and women, Mesh Loop Magnetic Clasp Replacement for iWatch Bands Ultra Series 10 9 8 7 SE 6 5 4 3 2 1\", \"asin\": \"B0CHVRX6QG\", \"price\": \"$14.99\"},\n{\"title\": \"OULUOQI Stainless Steel Mesh Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Magnetic Clasp Replacement Strap for iwatch Series Ultra SE 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0DQDFXB88\", \"price\": \"$12.74\"},\n{\"title\": \"SUNFWR Compatible with Apple Watch Band 42mm for Men Women, Stainless Steel Metal iWatch Band with Case for Apple Watch Series 10 (Black, 42mm\\uff0810 Series)\", \"asin\": \"B0DGKWYJBQ\", \"price\": \"$16.99\"},\n{\"title\": \"Sunnywoo Milanese Mesh Loop Compatible with Apple Watch Bands 42mm 44mm 45mm 46mm 49mm 38mm 40mm 41mm for Men Women, Stainless Steel Mesh strap for iWatch Series 10 9 8 7 6 SE 5 4 3 2 1 Ultra\", \"asin\": \"B09C7ZV6JN\", \"price\": \"$10.91\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:13:12.521Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09ZP9W14Q\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\"},\n{\"price\": \"$9.99\"},\n{\"bullet_list\": \"\\u3010Compatible Model & Fit Wrist Size\\u3011\\uff1aEpuly magnetic clasp stainless steel mesh Loop fully compatible with apple watch 46mm(2024 series 10), ultra 2 band 49mm 45mm 44mm series 9, series 8, series 7, series SE, series 6, series 5, series 4, series 3, series 2. Fits 6.10-7.3 inch wrist (155mm-185mm) \\u3010Material & Design\\u3011:EPULY iWatch strap woven of high quality stainless steel, classy and stylish, the smooth mesh loop fluidly around your wrist , and because it`s fully magnetic, the band is adjustable, ensuring a perfect fit \\u3010Strong magnetic & Breathable\\u3011:Strong magnetic clasp for closure to avoid the stainless steel mesh band from falling off and being loose,and the mesh loop breathable and comfortable, sweat-proof and no rash.[NOTICE:Please buy with caution if you have frequent contact with metal in your life,the magnet clasp will attract other metals \\u3010Great Gift for Men & Women\\u3011:The Watch band is suitable for daily use, holiday parties, also concerts and very proper to be used as gifts for Wedding, birthday, Valentines' day, Mothers' day, father' day, Christmas, Thanksgiving Day etc \\u3010What You Get & 24-Hours Online Service \\u3011:1* iWatch band. Any problem with our iWatch bands, please contact us at the first time,we are glad to service for you within 24h\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"Series10 46mm/Ultra2 49mm/45mm/44mm\"}],\n\"promotion_items\": [{\"title\": \"Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands\", \"asin\": \"B09V5N5SPY\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"SUNFWR Leather Bands Compatible with Apple Watch Band 42mm 44mm 45mm 46mm 49mm for Men Women, Top Grain Genuine Leather Replacement Strap for iWatch Ultra2 Ultra SE2 SE Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0BXDDWJT7\", \"price\": \"$12.98\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Zedoli Metal Band Compatible with Apple Watch Band 40mm 38mm 41mm 45mm 44mm 42mm 49mm for Women Men, Stainless Steel Milanese Mesh Loop Magnetic Wristbands for iWatch Series 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B09ZXHS6FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"CALYX Magnetic Apple Watch Band, Compatible with Full-Size iWatch, Suitable for Apple Watch Ultra 2 SE Series 10 9 8 7 6 5 4 3 Band - Unisex\", \"asin\": \"B0CY58116N\", \"price\": \"$16.77\", \"quantity\": \"\"},\n{\"title\": \"Original Metal Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 4...\", \"asin\": \"B0DSBBZMD8\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Compatible with Apple Watch Band 49 46 45 44 42 41 40 38mm, Double Sided Wearable S...\", \"asin\": \"B0D3X583MY\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Adorve Stretchy Band Compatible with Apple Watch Band Ultra 2 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Bands Series 10/SE/9/8/7/6/5/4/3/2/1\", \"asin\": \"B096RY7KTN\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SNBLK Magnetic Watchband Compatible with Apple Watch for Men 44mm 45mm 46mm 49mm 42mm 41mm 40mm 38mm Women, Silicone Sport Strong Magnet Strap for iWatch Series 10 9 ULTRA 2 SE 8 7 6 5 4 3 1\", \"asin\": \"B0DFQ7FC5X\", \"price\": \"$15.29\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands\", \"asin\": \"B09V5N5SPY\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SUNFWR Leather Bands Compatible with Apple Watch Band 42mm 44mm 45mm 46mm 49mm for Men Women, Top Grain Genuine Leather Replacement Strap for iWatch Ultra2 Ultra SE2 SE Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0BXDDWJT7\", \"price\": \"$12.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\", \"asin\": \"B09ZP9W14Q\", \"price\": \"$9.99\"},\n{\"title\": \"TRUMiRR Black Band for Apple Watch 10 46mm /44mm 45mm 49mm Men Women, Mesh Stainless Steel Watchband Replacement Strap for iWatch Apple Watch SE Ultra 2 Series 10 9 8 7 6 5 4 44mm 45mm 49mm\", \"asin\": \"B08QHLG36R\", \"price\": \"$15.99\"},\n{\"title\": \"CTYBB Milanese Mesh Loop Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm Men Women, Stainless Steel Wider Metal Strap Magnetic Clasp for iWatch Series Ultra 2/Ultra 10 9 8 7 SE 6 5 4 3 2 1\", \"asin\": \"B0DJX9W3BD\", \"price\": \"$9.99\"},\n{\"title\": \"Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands\", \"asin\": \"B09V5N5SPY\", \"price\": \"$9.99\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\"},\n{\"title\": \"Astorgos Stainless Steel Mesh Loop Compatible with Apple Watch Band Ultra/Ultra2 49mm/Series 9/8/7/6/5/4/3/2/1/SE 42/44/45mm,Dual Magnetic Clasp Wristband Metal Magnetic Strap for Women Men, Black\", \"asin\": \"B0CZ92TGJK\", \"price\": \"$12.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:13:22.813Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T01:13:22.813Z
|
click
|
product_option
|
rule
|
train
| 110 |
2025-04-08T01:13:22.813Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
{"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"}
{"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"}
{"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"}
{"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"}
{"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"}
{"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"}
{"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}
{"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"}
{"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"}
{"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"}
{"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"}
{"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"}
{"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"}
{"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"}
{"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"}
{"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"}
{"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"}
{"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"}
{"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"}
{"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"}
{"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "apple watch \u8868\u5e26 silver Gray nylon"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"product_details": [{"asin": "B09ZP9W14Q"},
{"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black"},
{"price": "$9.99"},
{"bullet_list": "\u3010Compatible Model & Fit Wrist Size\u3011\uff1aEpuly magnetic clasp stainless steel mesh Loop fully compatible with apple watch 46mm(2024 series 10), ultra 2 band 49mm 45mm 44mm series 9, series 8, series 7, series SE, series 6, series 5, series 4, series 3, series 2. Fits 6.10-7.3 inch wrist (155mm-185mm) \u3010Material & Design\u3011:EPULY iWatch strap woven of high quality stainless steel, classy and stylish, the smooth mesh loop fluidly around your wrist , and because it`s fully magnetic, the band is adjustable, ensuring a perfect fit \u3010Strong magnetic & Breathable\u3011:Strong magnetic clasp for closure to avoid the stainless steel mesh band from falling off and being loose,and the mesh loop breathable and comfortable, sweat-proof and no rash.[NOTICE:Please buy with caution if you have frequent contact with metal in your life,the magnet clasp will attract other metals \u3010Great Gift for Men & Women\u3011:The Watch band is suitable for daily use, holiday parties, also concerts and very proper to be used as gifts for Wedding, birthday, Valentines' day, Mothers' day, father' day, Christmas, Thanksgiving Day etc \u3010What You Get & 24-Hours Online Service \u3011:1* iWatch band. Any problem with our iWatch bands, please contact us at the first time,we are glad to service for you within 24h"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Black"},
{"Size": "Series10 46mm/Ultra2 49mm/45mm/44mm"}],
"promotion_items": [{"title": "Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands", "asin": "B09V5N5SPY", "price": "$9.99", "quantity": ""},
{"title": "Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men", "asin": "B0CB5TXHMW", "price": "$13.99", "quantity": ""},
{"title": "SUNFWR Leather Bands Compatible with Apple Watch Band 42mm 44mm 45mm 46mm 49mm for Men Women, Top Grain Genuine Leather Replacement Strap for iWatch Ultra2 Ultra SE2 SE Series 10 9 8 7 6 5 4 3 2 1", "asin": "B0BXDDWJT7", "price": "$12.98", "quantity": ""},
{"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""},
{"title": "Zedoli Metal Band Compatible with Apple Watch Band 40mm 38mm 41mm 45mm 44mm 42mm 49mm for Women Men, Stainless Steel Milanese Mesh Loop Magnetic Wristbands for iWatch Series 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B09ZXHS6FZ", "price": "$7.99", "quantity": ""},
{"title": "CALYX Magnetic Apple Watch Band, Compatible with Full-Size iWatch, Suitable for Apple Watch Ultra 2 SE Series 10 9 8 7 6 5 4 3 Band - Unisex", "asin": "B0CY58116N", "price": "$16.77", "quantity": ""},
{"title": "Original Metal Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 4...", "asin": "B0DSBBZMD8", "price": "$9.99", "quantity": ""},
{"title": "Compatible with Apple Watch Band 49 46 45 44 42 41 40 38mm, Double Sided Wearable S...", "asin": "B0D3X583MY", "price": "$21.99", "quantity": ""},
{"title": "Adorve Stretchy Band Compatible with Apple Watch Band Ultra 2 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Bands Series 10/SE/9/8/7/6/5/4/3/2/1", "asin": "B096RY7KTN", "price": "$9.99", "quantity": ""},
{"title": "SNBLK Magnetic Watchband Compatible with Apple Watch for Men 44mm 45mm 46mm 49mm 42mm 41mm 40mm 38mm Women, Silicone Sport Strong Magnet Strap for iWatch Series 10 9 ULTRA 2 SE 8 7 6 5 4 3 1", "asin": "B0DFQ7FC5X", "price": "$15.29", "quantity": ""},
{"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""},
{"title": "Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men", "asin": "B0CB5TXHMW", "price": "$13.99", "quantity": ""},
{"title": "Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands", "asin": "B09V5N5SPY", "price": "$9.99", "quantity": ""},
{"title": "SUNFWR Leather Bands Compatible with Apple Watch Band 42mm 44mm 45mm 46mm 49mm for Men Women, Top Grain Genuine Leather Replacement Strap for iWatch Ultra2 Ultra SE2 SE Series 10 9 8 7 6 5 4 3 2 1", "asin": "B0BXDDWJT7", "price": "$12.98", "quantity": ""}],
"comparison_items": [{"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black", "asin": "B09ZP9W14Q", "price": "$9.99"},
{"title": "TRUMiRR Black Band for Apple Watch 10 46mm /44mm 45mm 49mm Men Women, Mesh Stainless Steel Watchband Replacement Strap for iWatch Apple Watch SE Ultra 2 Series 10 9 8 7 6 5 4 44mm 45mm 49mm", "asin": "B08QHLG36R", "price": "$15.99"},
{"title": "CTYBB Milanese Mesh Loop Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm Men Women, Stainless Steel Wider Metal Strap Magnetic Clasp for iWatch Series Ultra 2/Ultra 10 9 8 7 SE 6 5 4 3 2 1", "asin": "B0DJX9W3BD", "price": "$9.99"},
{"title": "Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands", "asin": "B09V5N5SPY", "price": "$9.99"},
{"title": "Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men", "asin": "B0CB5TXHMW", "price": "$13.99"},
{"title": "Astorgos Stainless Steel Mesh Loop Compatible with Apple Watch Band Ultra/Ultra2 49mm/Series 9/8/7/6/5/4/3/2/1/SE 42/44/45mm,Dual Magnetic Clasp Wristband Metal Magnetic Strap for Women Men, Black", "asin": "B0CZ92TGJK", "price": "$12.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T01:13:22.813Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T01:13:22.813Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T01:13:22.813Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 110,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09ZP9W14Q\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\"},\n{\"price\": \"$9.99\"},\n{\"bullet_list\": \"\\u3010Compatible Model & Fit Wrist Size\\u3011\\uff1aEpuly magnetic clasp stainless steel mesh Loop fully compatible with apple watch 46mm(2024 series 10), ultra 2 band 49mm 45mm 44mm series 9, series 8, series 7, series SE, series 6, series 5, series 4, series 3, series 2. Fits 6.10-7.3 inch wrist (155mm-185mm) \\u3010Material & Design\\u3011:EPULY iWatch strap woven of high quality stainless steel, classy and stylish, the smooth mesh loop fluidly around your wrist , and because it`s fully magnetic, the band is adjustable, ensuring a perfect fit \\u3010Strong magnetic & Breathable\\u3011:Strong magnetic clasp for closure to avoid the stainless steel mesh band from falling off and being loose,and the mesh loop breathable and comfortable, sweat-proof and no rash.[NOTICE:Please buy with caution if you have frequent contact with metal in your life,the magnet clasp will attract other metals \\u3010Great Gift for Men & Women\\u3011:The Watch band is suitable for daily use, holiday parties, also concerts and very proper to be used as gifts for Wedding, birthday, Valentines' day, Mothers' day, father' day, Christmas, Thanksgiving Day etc \\u3010What You Get & 24-Hours Online Service \\u3011:1* iWatch band. Any problem with our iWatch bands, please contact us at the first time,we are glad to service for you within 24h\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"Series10 46mm/Ultra2 49mm/45mm/44mm\"}],\n\"promotion_items\": [{\"title\": \"Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands\", \"asin\": \"B09V5N5SPY\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"SUNFWR Leather Bands Compatible with Apple Watch Band 42mm 44mm 45mm 46mm 49mm for Men Women, Top Grain Genuine Leather Replacement Strap for iWatch Ultra2 Ultra SE2 SE Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0BXDDWJT7\", \"price\": \"$12.98\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Zedoli Metal Band Compatible with Apple Watch Band 40mm 38mm 41mm 45mm 44mm 42mm 49mm for Women Men, Stainless Steel Milanese Mesh Loop Magnetic Wristbands for iWatch Series 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B09ZXHS6FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"CALYX Magnetic Apple Watch Band, Compatible with Full-Size iWatch, Suitable for Apple Watch Ultra 2 SE Series 10 9 8 7 6 5 4 3 Band - Unisex\", \"asin\": \"B0CY58116N\", \"price\": \"$16.77\", \"quantity\": \"\"},\n{\"title\": \"Original Metal Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 4...\", \"asin\": \"B0DSBBZMD8\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Compatible with Apple Watch Band 49 46 45 44 42 41 40 38mm, Double Sided Wearable S...\", \"asin\": \"B0D3X583MY\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Adorve Stretchy Band Compatible with Apple Watch Band Ultra 2 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Bands Series 10/SE/9/8/7/6/5/4/3/2/1\", \"asin\": \"B096RY7KTN\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SNBLK Magnetic Watchband Compatible with Apple Watch for Men 44mm 45mm 46mm 49mm 42mm 41mm 40mm 38mm Women, Silicone Sport Strong Magnet Strap for iWatch Series 10 9 ULTRA 2 SE 8 7 6 5 4 3 1\", \"asin\": \"B0DFQ7FC5X\", \"price\": \"$15.29\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands\", \"asin\": \"B09V5N5SPY\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SUNFWR Leather Bands Compatible with Apple Watch Band 42mm 44mm 45mm 46mm 49mm for Men Women, Top Grain Genuine Leather Replacement Strap for iWatch Ultra2 Ultra SE2 SE Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0BXDDWJT7\", \"price\": \"$12.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\", \"asin\": \"B09ZP9W14Q\", \"price\": \"$9.99\"},\n{\"title\": \"TRUMiRR Black Band for Apple Watch 10 46mm /44mm 45mm 49mm Men Women, Mesh Stainless Steel Watchband Replacement Strap for iWatch Apple Watch SE Ultra 2 Series 10 9 8 7 6 5 4 44mm 45mm 49mm\", \"asin\": \"B08QHLG36R\", \"price\": \"$15.99\"},\n{\"title\": \"CTYBB Milanese Mesh Loop Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm Men Women, Stainless Steel Wider Metal Strap Magnetic Clasp for iWatch Series Ultra 2/Ultra 10 9 8 7 SE 6 5 4 3 2 1\", \"asin\": \"B0DJX9W3BD\", \"price\": \"$9.99\"},\n{\"title\": \"Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands\", \"asin\": \"B09V5N5SPY\", \"price\": \"$9.99\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\"},\n{\"title\": \"Astorgos Stainless Steel Mesh Loop Compatible with Apple Watch Band Ultra/Ultra2 49mm/Series 9/8/7/6/5/4/3/2/1/SE 42/44/45mm,Dual Magnetic Clasp Wristband Metal Magnetic Strap for Women Men, Black\", \"asin\": \"B0CZ92TGJK\", \"price\": \"$12.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:13:22.813Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09ZP9W14Q\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\"},\n{\"price\": \"$9.99\"},\n{\"bullet_list\": \"\\u3010Compatible Model & Fit Wrist Size\\u3011\\uff1aEpuly magnetic clasp stainless steel mesh Loop fully compatible with apple watch 46mm(2024 series 10), ultra 2 band 49mm 45mm 44mm series 9, series 8, series 7, series SE, series 6, series 5, series 4, series 3, series 2. Fits 6.10-7.3 inch wrist (155mm-185mm) \\u3010Material & Design\\u3011:EPULY iWatch strap woven of high quality stainless steel, classy and stylish, the smooth mesh loop fluidly around your wrist , and because it`s fully magnetic, the band is adjustable, ensuring a perfect fit \\u3010Strong magnetic & Breathable\\u3011:Strong magnetic clasp for closure to avoid the stainless steel mesh band from falling off and being loose,and the mesh loop breathable and comfortable, sweat-proof and no rash.[NOTICE:Please buy with caution if you have frequent contact with metal in your life,the magnet clasp will attract other metals \\u3010Great Gift for Men & Women\\u3011:The Watch band is suitable for daily use, holiday parties, also concerts and very proper to be used as gifts for Wedding, birthday, Valentines' day, Mothers' day, father' day, Christmas, Thanksgiving Day etc \\u3010What You Get & 24-Hours Online Service \\u3011:1* iWatch band. Any problem with our iWatch bands, please contact us at the first time,we are glad to service for you within 24h\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Space Grey\"},\n{\"Size\": \"Series10 46mm/Ultra2 49mm/45mm/44mm\"}],\n\"promotion_items\": [{\"title\": \"Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands\", \"asin\": \"B09V5N5SPY\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"SUNFWR Leather Bands Compatible with Apple Watch Band 42mm 44mm 45mm 46mm 49mm for Men Women, Top Grain Genuine Leather Replacement Strap for iWatch Ultra2 Ultra SE2 SE Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0BXDDWJT7\", \"price\": \"$12.98\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Zedoli Metal Band Compatible with Apple Watch Band 40mm 38mm 41mm 45mm 44mm 42mm 49mm for Women Men, Stainless Steel Milanese Mesh Loop Magnetic Wristbands for iWatch Series 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B09ZXHS6FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"CALYX Magnetic Apple Watch Band, Compatible with Full-Size iWatch, Suitable for Apple Watch Ultra 2 SE Series 10 9 8 7 6 5 4 3 Band - Unisex\", \"asin\": \"B0CY58116N\", \"price\": \"$16.77\", \"quantity\": \"\"},\n{\"title\": \"Original Metal Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 4...\", \"asin\": \"B0DSBBZMD8\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Compatible with Apple Watch Band 49 46 45 44 42 41 40 38mm, Double Sided Wearable S...\", \"asin\": \"B0D3X583MY\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Adorve Stretchy Band Compatible with Apple Watch Band Ultra 2 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Bands Series 10/SE/9/8/7/6/5/4/3/2/1\", \"asin\": \"B096RY7KTN\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SNBLK Magnetic Watchband Compatible with Apple Watch for Men 44mm 45mm 46mm 49mm 42mm 41mm 40mm 38mm Women, Silicone Sport Strong Magnet Strap for iWatch Series 10 9 ULTRA 2 SE 8 7 6 5 4 3 1\", \"asin\": \"B0DFQ7FC5X\", \"price\": \"$15.29\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands\", \"asin\": \"B09V5N5SPY\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SUNFWR Leather Bands Compatible with Apple Watch Band 42mm 44mm 45mm 46mm 49mm for Men Women, Top Grain Genuine Leather Replacement Strap for iWatch Ultra2 Ultra SE2 SE Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0BXDDWJT7\", \"price\": \"$12.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\", \"asin\": \"B09ZP9W14Q\", \"price\": \"$9.99\"},\n{\"title\": \"TRUMiRR Black Band for Apple Watch 10 46mm /44mm 45mm 49mm Men Women, Mesh Stainless Steel Watchband Replacement Strap for iWatch Apple Watch SE Ultra 2 Series 10 9 8 7 6 5 4 44mm 45mm 49mm\", \"asin\": \"B08QHLG36R\", \"price\": \"$15.99\"},\n{\"title\": \"CTYBB Milanese Mesh Loop Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm Men Women, Stainless Steel Wider Metal Strap Magnetic Clasp for iWatch Series Ultra 2/Ultra 10 9 8 7 SE 6 5 4 3 2 1\", \"asin\": \"B0DJX9W3BD\", \"price\": \"$9.99\"},\n{\"title\": \"Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands\", \"asin\": \"B09V5N5SPY\", \"price\": \"$9.99\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\"},\n{\"title\": \"Astorgos Stainless Steel Mesh Loop Compatible with Apple Watch Band Ultra/Ultra2 49mm/Series 9/8/7/6/5/4/3/2/1/SE 42/44/45mm,Dual Magnetic Clasp Wristband Metal Magnetic Strap for Women Men, Black\", \"asin\": \"B0CZ92TGJK\", \"price\": \"$12.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:13:28.877Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T01:13:28.877Z
|
click
|
product_option
|
rule
|
train
| 111 |
2025-04-08T01:13:28.877Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
{"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"}
{"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"}
{"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"}
{"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"}
{"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"}
{"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"}
{"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}
{"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"}
{"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"}
{"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"}
{"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"}
{"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"}
{"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"}
{"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"}
{"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"}
{"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"}
{"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"}
{"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"}
{"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"}
{"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"}
{"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "apple watch \u8868\u5e26 silver Gray nylon"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"product_details": [{"asin": "B09ZP9W14Q"},
{"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black"},
{"price": "$9.99"},
{"bullet_list": "\u3010Compatible Model & Fit Wrist Size\u3011\uff1aEpuly magnetic clasp stainless steel mesh Loop fully compatible with apple watch 46mm(2024 series 10), ultra 2 band 49mm 45mm 44mm series 9, series 8, series 7, series SE, series 6, series 5, series 4, series 3, series 2. Fits 6.10-7.3 inch wrist (155mm-185mm) \u3010Material & Design\u3011:EPULY iWatch strap woven of high quality stainless steel, classy and stylish, the smooth mesh loop fluidly around your wrist , and because it`s fully magnetic, the band is adjustable, ensuring a perfect fit \u3010Strong magnetic & Breathable\u3011:Strong magnetic clasp for closure to avoid the stainless steel mesh band from falling off and being loose,and the mesh loop breathable and comfortable, sweat-proof and no rash.[NOTICE:Please buy with caution if you have frequent contact with metal in your life,the magnet clasp will attract other metals \u3010Great Gift for Men & Women\u3011:The Watch band is suitable for daily use, holiday parties, also concerts and very proper to be used as gifts for Wedding, birthday, Valentines' day, Mothers' day, father' day, Christmas, Thanksgiving Day etc \u3010What You Get & 24-Hours Online Service \u3011:1* iWatch band. Any problem with our iWatch bands, please contact us at the first time,we are glad to service for you within 24h"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Space Grey"},
{"Size": "Series10 46mm/Ultra2 49mm/45mm/44mm"}],
"promotion_items": [{"title": "Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands", "asin": "B09V5N5SPY", "price": "$9.99", "quantity": ""},
{"title": "Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men", "asin": "B0CB5TXHMW", "price": "$13.99", "quantity": ""},
{"title": "SUNFWR Leather Bands Compatible with Apple Watch Band 42mm 44mm 45mm 46mm 49mm for Men Women, Top Grain Genuine Leather Replacement Strap for iWatch Ultra2 Ultra SE2 SE Series 10 9 8 7 6 5 4 3 2 1", "asin": "B0BXDDWJT7", "price": "$12.98", "quantity": ""},
{"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""},
{"title": "Zedoli Metal Band Compatible with Apple Watch Band 40mm 38mm 41mm 45mm 44mm 42mm 49mm for Women Men, Stainless Steel Milanese Mesh Loop Magnetic Wristbands for iWatch Series 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B09ZXHS6FZ", "price": "$7.99", "quantity": ""},
{"title": "CALYX Magnetic Apple Watch Band, Compatible with Full-Size iWatch, Suitable for Apple Watch Ultra 2 SE Series 10 9 8 7 6 5 4 3 Band - Unisex", "asin": "B0CY58116N", "price": "$16.77", "quantity": ""},
{"title": "Original Metal Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 4...", "asin": "B0DSBBZMD8", "price": "$9.99", "quantity": ""},
{"title": "Compatible with Apple Watch Band 49 46 45 44 42 41 40 38mm, Double Sided Wearable S...", "asin": "B0D3X583MY", "price": "$21.99", "quantity": ""},
{"title": "Adorve Stretchy Band Compatible with Apple Watch Band Ultra 2 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Bands Series 10/SE/9/8/7/6/5/4/3/2/1", "asin": "B096RY7KTN", "price": "$9.99", "quantity": ""},
{"title": "SNBLK Magnetic Watchband Compatible with Apple Watch for Men 44mm 45mm 46mm 49mm 42mm 41mm 40mm 38mm Women, Silicone Sport Strong Magnet Strap for iWatch Series 10 9 ULTRA 2 SE 8 7 6 5 4 3 1", "asin": "B0DFQ7FC5X", "price": "$15.29", "quantity": ""},
{"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""},
{"title": "Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men", "asin": "B0CB5TXHMW", "price": "$13.99", "quantity": ""},
{"title": "Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands", "asin": "B09V5N5SPY", "price": "$9.99", "quantity": ""},
{"title": "SUNFWR Leather Bands Compatible with Apple Watch Band 42mm 44mm 45mm 46mm 49mm for Men Women, Top Grain Genuine Leather Replacement Strap for iWatch Ultra2 Ultra SE2 SE Series 10 9 8 7 6 5 4 3 2 1", "asin": "B0BXDDWJT7", "price": "$12.98", "quantity": ""}],
"comparison_items": [{"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black", "asin": "B09ZP9W14Q", "price": "$9.99"},
{"title": "TRUMiRR Black Band for Apple Watch 10 46mm /44mm 45mm 49mm Men Women, Mesh Stainless Steel Watchband Replacement Strap for iWatch Apple Watch SE Ultra 2 Series 10 9 8 7 6 5 4 44mm 45mm 49mm", "asin": "B08QHLG36R", "price": "$15.99"},
{"title": "CTYBB Milanese Mesh Loop Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm Men Women, Stainless Steel Wider Metal Strap Magnetic Clasp for iWatch Series Ultra 2/Ultra 10 9 8 7 SE 6 5 4 3 2 1", "asin": "B0DJX9W3BD", "price": "$9.99"},
{"title": "Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands", "asin": "B09V5N5SPY", "price": "$9.99"},
{"title": "Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men", "asin": "B0CB5TXHMW", "price": "$13.99"},
{"title": "Astorgos Stainless Steel Mesh Loop Compatible with Apple Watch Band Ultra/Ultra2 49mm/Series 9/8/7/6/5/4/3/2/1/SE 42/44/45mm,Dual Magnetic Clasp Wristband Metal Magnetic Strap for Women Men, Black", "asin": "B0CZ92TGJK", "price": "$12.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T01:13:28.877Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T01:13:28.877Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T01:13:28.877Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 111,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09ZP9W14Q\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\"},\n{\"price\": \"$9.99\"},\n{\"bullet_list\": \"\\u3010Compatible Model & Fit Wrist Size\\u3011\\uff1aEpuly magnetic clasp stainless steel mesh Loop fully compatible with apple watch 46mm(2024 series 10), ultra 2 band 49mm 45mm 44mm series 9, series 8, series 7, series SE, series 6, series 5, series 4, series 3, series 2. Fits 6.10-7.3 inch wrist (155mm-185mm) \\u3010Material & Design\\u3011:EPULY iWatch strap woven of high quality stainless steel, classy and stylish, the smooth mesh loop fluidly around your wrist , and because it`s fully magnetic, the band is adjustable, ensuring a perfect fit \\u3010Strong magnetic & Breathable\\u3011:Strong magnetic clasp for closure to avoid the stainless steel mesh band from falling off and being loose,and the mesh loop breathable and comfortable, sweat-proof and no rash.[NOTICE:Please buy with caution if you have frequent contact with metal in your life,the magnet clasp will attract other metals \\u3010Great Gift for Men & Women\\u3011:The Watch band is suitable for daily use, holiday parties, also concerts and very proper to be used as gifts for Wedding, birthday, Valentines' day, Mothers' day, father' day, Christmas, Thanksgiving Day etc \\u3010What You Get & 24-Hours Online Service \\u3011:1* iWatch band. Any problem with our iWatch bands, please contact us at the first time,we are glad to service for you within 24h\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Space Grey\"},\n{\"Size\": \"Series10 46mm/Ultra2 49mm/45mm/44mm\"}],\n\"promotion_items\": [{\"title\": \"Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands\", \"asin\": \"B09V5N5SPY\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"SUNFWR Leather Bands Compatible with Apple Watch Band 42mm 44mm 45mm 46mm 49mm for Men Women, Top Grain Genuine Leather Replacement Strap for iWatch Ultra2 Ultra SE2 SE Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0BXDDWJT7\", \"price\": \"$12.98\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Zedoli Metal Band Compatible with Apple Watch Band 40mm 38mm 41mm 45mm 44mm 42mm 49mm for Women Men, Stainless Steel Milanese Mesh Loop Magnetic Wristbands for iWatch Series 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B09ZXHS6FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"CALYX Magnetic Apple Watch Band, Compatible with Full-Size iWatch, Suitable for Apple Watch Ultra 2 SE Series 10 9 8 7 6 5 4 3 Band - Unisex\", \"asin\": \"B0CY58116N\", \"price\": \"$16.77\", \"quantity\": \"\"},\n{\"title\": \"Original Metal Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 4...\", \"asin\": \"B0DSBBZMD8\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Compatible with Apple Watch Band 49 46 45 44 42 41 40 38mm, Double Sided Wearable S...\", \"asin\": \"B0D3X583MY\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Adorve Stretchy Band Compatible with Apple Watch Band Ultra 2 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Bands Series 10/SE/9/8/7/6/5/4/3/2/1\", \"asin\": \"B096RY7KTN\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SNBLK Magnetic Watchband Compatible with Apple Watch for Men 44mm 45mm 46mm 49mm 42mm 41mm 40mm 38mm Women, Silicone Sport Strong Magnet Strap for iWatch Series 10 9 ULTRA 2 SE 8 7 6 5 4 3 1\", \"asin\": \"B0DFQ7FC5X\", \"price\": \"$15.29\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands\", \"asin\": \"B09V5N5SPY\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SUNFWR Leather Bands Compatible with Apple Watch Band 42mm 44mm 45mm 46mm 49mm for Men Women, Top Grain Genuine Leather Replacement Strap for iWatch Ultra2 Ultra SE2 SE Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0BXDDWJT7\", \"price\": \"$12.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\", \"asin\": \"B09ZP9W14Q\", \"price\": \"$9.99\"},\n{\"title\": \"TRUMiRR Black Band for Apple Watch 10 46mm /44mm 45mm 49mm Men Women, Mesh Stainless Steel Watchband Replacement Strap for iWatch Apple Watch SE Ultra 2 Series 10 9 8 7 6 5 4 44mm 45mm 49mm\", \"asin\": \"B08QHLG36R\", \"price\": \"$15.99\"},\n{\"title\": \"CTYBB Milanese Mesh Loop Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm Men Women, Stainless Steel Wider Metal Strap Magnetic Clasp for iWatch Series Ultra 2/Ultra 10 9 8 7 SE 6 5 4 3 2 1\", \"asin\": \"B0DJX9W3BD\", \"price\": \"$9.99\"},\n{\"title\": \"Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands\", \"asin\": \"B09V5N5SPY\", \"price\": \"$9.99\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\"},\n{\"title\": \"Astorgos Stainless Steel Mesh Loop Compatible with Apple Watch Band Ultra/Ultra2 49mm/Series 9/8/7/6/5/4/3/2/1/SE 42/44/45mm,Dual Magnetic Clasp Wristband Metal Magnetic Strap for Women Men, Black\", \"asin\": \"B0CZ92TGJK\", \"price\": \"$12.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:13:28.877Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09ZPB85JC\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\"},\n{\"price\": \"$11.89\"},\n{\"bullet_list\": \"\\u3010Compatible Model & Fit Wrist Size\\u3011\\uff1aEpuly magnetic clasp stainless steel mesh Loop fully compatible with apple watch 46mm(2024 series 10), ultra 2 band 49mm 45mm 44mm series 9, series 8, series 7, series SE, series 6, series 5, series 4, series 3, series 2. Fits 6.10-7.3 inch wrist (155mm-185mm) \\u3010Material & Design\\u3011:EPULY iWatch strap woven of high quality stainless steel, classy and stylish, the smooth mesh loop fluidly around your wrist , and because it`s fully magnetic, the band is adjustable, ensuring a perfect fit \\u3010Strong magnetic & Breathable\\u3011:Strong magnetic clasp for closure to avoid the stainless steel mesh band from falling off and being loose,and the mesh loop breathable and comfortable, sweat-proof and no rash.[NOTICE:Please buy with caution if you have frequent contact with metal in your life,the magnet clasp will attract other metals \\u3010Great Gift for Men & Women\\u3011:The Watch band is suitable for daily use, holiday parties, also concerts and very proper to be used as gifts for Wedding, birthday, Valentines' day, Mothers' day, father' day, Christmas, Thanksgiving Day etc \\u3010What You Get & 24-Hours Online Service \\u3011:1* iWatch band. Any problem with our iWatch bands, please contact us at the first time,we are glad to service for you within 24h\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Space Grey\"},\n{\"Size\": \"Series10 46mm/Ultra2 49mm/45mm/44mm\"}],\n\"promotion_items\": [{\"title\": \"Milanese Mesh Loop Compatible with Apple Watch Bands 49mm 46mm 45mm 44mm 42mm for Men Women, Stainless Steel Mesh Loop with Parachute-style Buckle for iWatch Ultra 2 Series 10 9 8 7 6 SE 5 4 3\", \"asin\": \"B0DHGNX8C2\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands\", \"asin\": \"B09V5N5SPY\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Original Milanese metal band Compatible with Apple Watch Bands 42mm 44mm 45mm 46mm 49mm 38mm 40mm 41mm for Men Women, Stainless Steel Mesh strap for iWatch Ultra 2 Series 10 9 8 7 6 SE 5 4 3 2 1 Black\", \"asin\": \"B0DM1P3DXC\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"CTYBB Milanese Mesh Loop Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm Men Women, Stainless Steel Wider Metal Strap Magnetic Clasp for iWatch Series Ultra 2/Ultra 10 9 8 7 SE 6 5 4 3 2 1\", \"asin\": \"B0DJX9W3BD\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Nylon Watch Band for Apple Watch Ultra 2 Band 49mm 46mm 45mm 44mm 42mm, Adjustable ...\", \"asin\": \"B0DRGN5N3Y\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Double Magnetic Compatible for Apple Watch Band Ultra 2,SE, Stainless Steel Strap M...\", \"asin\": \"B0D3BFPH42\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Fullmosa Compatible Apple Watch Bands 49mm 45mm 46mm 44mm 42mm 41mm 40mm 38mm, Metal iWatch Band with Case for Apple Watch Ultra Series 10 9 8 7 6 5 4 3 2 1 SE, 42mm 44mm 45mm Black\", \"asin\": \"B07F1RRQXQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Double Magnetic Compatible for Apple Watch Band Ultra 2,SE, Stainless Steel Strap M...\", \"asin\": \"B0D3BFPH42\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"UUPWPOKT Compatible with Apple Watch Ultra 2/1 Band 49mm 46mm 45mm 44mm 42mm Men, Genuine Leather Band Strap for iWatch Ultra Series 10 9 8 7 6 5 4 3 2 1 SE, Retro Brown/Titanium\", \"asin\": \"B0CBRMS94Y\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Milanese Mesh Loop Compatible with Apple Watch Bands 49mm 46mm 45mm 44mm 42mm for Men Women, Stainless Steel Mesh Loop with Parachute-style Buckle for iWatch Ultra 2 Series 10 9 8 7 6 SE 5 4 3\", \"asin\": \"B0DHGNX8C2\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands\", \"asin\": \"B09V5N5SPY\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Zedoli Metal Band Compatible with Apple Watch Band 40mm 38mm 41mm 45mm 44mm 42mm 49mm for Women Men, Stainless Steel Milanese Mesh Loop Magnetic Wristbands for iWatch Series 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B09ZXHS6FZ\", \"price\": \"$7.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\"},\n{\"title\": \"CTYBB Milanese Mesh Loop Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm Men Women, Stainless Steel Wider Metal Strap Magnetic Clasp for iWatch Series Ultra 2/Ultra 10 9 8 7 SE 6 5 4 3 2 1\", \"asin\": \"B0DNFB19CK\", \"price\": \"$14.99\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Midnight\", \"asin\": \"B0C68Q6HK2\", \"price\": \"$11.89\"},\n{\"title\": \"TRA Stainless Steel Metal Compatible with Apple Watch Band 38mm 42mm 40mm 44mm 41mm 45mm 46mm 49mm, Mesh Magnetic Clasp Loop Strap Wristband for iWatch Ultra Series 10/9/8/SE/7/6/5/4/3/2/1 Men Women\", \"asin\": \"B0CJLBXL8P\", \"price\": \"$7.97\"},\n{\"title\": \"Magnetic Mesh Metal Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm Men and Women, Stainless Steel Loop Clasp Replacement for iWatch Bands Ultra Series 10 9 8 7 SE 6 5 4 3 2 1\", \"asin\": \"B0DNJFKNLG\", \"price\": \"$7.98\"},\n{\"title\": \"MAGEASY Milanese Band for Apple Watch Series 10 - Magnetic iWatch Bands for Women, Strong Magnets & Comfortable, One Size Fit Most | for 44mm 45mm 46mm 49mm Apple Watch 1-7/8/9/10/SE/SE2/Ultra/Ultra2\", \"asin\": \"B0D4TDQBX8\", \"price\": \"$39.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:14:53.912Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T01:14:53.912Z
|
purchase
|
B09ZPB85JC
|
rule
|
train
| 112 |
2025-04-08T01:14:53.912Z
|
purchase
|
B09ZPB85JC
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
{"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"}
{"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"}
{"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"}
{"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"}
{"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"}
{"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"}
{"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}
{"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"}
{"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"}
{"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"}
{"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"}
{"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"}
{"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"}
{"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"}
{"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"}
{"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"}
{"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"}
{"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"}
{"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"}
{"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"}
{"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "apple watch \u8868\u5e26 silver Gray nylon"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"product_details": [{"asin": "B09ZPB85JC"},
{"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey"},
{"price": "$11.89"},
{"bullet_list": "\u3010Compatible Model & Fit Wrist Size\u3011\uff1aEpuly magnetic clasp stainless steel mesh Loop fully compatible with apple watch 46mm(2024 series 10), ultra 2 band 49mm 45mm 44mm series 9, series 8, series 7, series SE, series 6, series 5, series 4, series 3, series 2. Fits 6.10-7.3 inch wrist (155mm-185mm) \u3010Material & Design\u3011:EPULY iWatch strap woven of high quality stainless steel, classy and stylish, the smooth mesh loop fluidly around your wrist , and because it`s fully magnetic, the band is adjustable, ensuring a perfect fit \u3010Strong magnetic & Breathable\u3011:Strong magnetic clasp for closure to avoid the stainless steel mesh band from falling off and being loose,and the mesh loop breathable and comfortable, sweat-proof and no rash.[NOTICE:Please buy with caution if you have frequent contact with metal in your life,the magnet clasp will attract other metals \u3010Great Gift for Men & Women\u3011:The Watch band is suitable for daily use, holiday parties, also concerts and very proper to be used as gifts for Wedding, birthday, Valentines' day, Mothers' day, father' day, Christmas, Thanksgiving Day etc \u3010What You Get & 24-Hours Online Service \u3011:1* iWatch band. Any problem with our iWatch bands, please contact us at the first time,we are glad to service for you within 24h"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Space Grey"},
{"Size": "Series10 46mm/Ultra2 49mm/45mm/44mm"}],
"promotion_items": [{"title": "Milanese Mesh Loop Compatible with Apple Watch Bands 49mm 46mm 45mm 44mm 42mm for Men Women, Stainless Steel Mesh Loop with Parachute-style Buckle for iWatch Ultra 2 Series 10 9 8 7 6 SE 5 4 3", "asin": "B0DHGNX8C2", "price": "$33.99", "quantity": ""},
{"title": "Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands", "asin": "B09V5N5SPY", "price": "$9.99", "quantity": ""},
{"title": "Original Milanese metal band Compatible with Apple Watch Bands 42mm 44mm 45mm 46mm 49mm 38mm 40mm 41mm for Men Women, Stainless Steel Mesh strap for iWatch Ultra 2 Series 10 9 8 7 6 SE 5 4 3 2 1 Black", "asin": "B0DM1P3DXC", "price": "$14.39", "quantity": ""},
{"title": "CTYBB Milanese Mesh Loop Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm Men Women, Stainless Steel Wider Metal Strap Magnetic Clasp for iWatch Series Ultra 2/Ultra 10 9 8 7 SE 6 5 4 3 2 1", "asin": "B0DJX9W3BD", "price": "$9.99", "quantity": ""},
{"title": "Nylon Watch Band for Apple Watch Ultra 2 Band 49mm 46mm 45mm 44mm 42mm, Adjustable ...", "asin": "B0DRGN5N3Y", "price": "$19.99", "quantity": ""},
{"title": "Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men", "asin": "B0CB5TXHMW", "price": "$13.99", "quantity": ""},
{"title": "Double Magnetic Compatible for Apple Watch Band Ultra 2,SE, Stainless Steel Strap M...", "asin": "B0D3BFPH42", "price": "$9.98", "quantity": ""},
{"title": "Fullmosa Compatible Apple Watch Bands 49mm 45mm 46mm 44mm 42mm 41mm 40mm 38mm, Metal iWatch Band with Case for Apple Watch Ultra Series 10 9 8 7 6 5 4 3 2 1 SE, 42mm 44mm 45mm Black", "asin": "B07F1RRQXQ", "price": "$16.99", "quantity": ""},
{"title": "Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men", "asin": "B0CB5TXHMW", "price": "$13.99", "quantity": ""},
{"title": "Double Magnetic Compatible for Apple Watch Band Ultra 2,SE, Stainless Steel Strap M...", "asin": "B0D3BFPH42", "price": "$9.98", "quantity": ""},
{"title": "UUPWPOKT Compatible with Apple Watch Ultra 2/1 Band 49mm 46mm 45mm 44mm 42mm Men, Genuine Leather Band Strap for iWatch Ultra Series 10 9 8 7 6 5 4 3 2 1 SE, Retro Brown/Titanium", "asin": "B0CBRMS94Y", "price": "$11.99", "quantity": ""},
{"title": "Milanese Mesh Loop Compatible with Apple Watch Bands 49mm 46mm 45mm 44mm 42mm for Men Women, Stainless Steel Mesh Loop with Parachute-style Buckle for iWatch Ultra 2 Series 10 9 8 7 6 SE 5 4 3", "asin": "B0DHGNX8C2", "price": "$33.99", "quantity": ""},
{"title": "Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands", "asin": "B09V5N5SPY", "price": "$9.99", "quantity": ""},
{"title": "Zedoli Metal Band Compatible with Apple Watch Band 40mm 38mm 41mm 45mm 44mm 42mm 49mm for Women Men, Stainless Steel Milanese Mesh Loop Magnetic Wristbands for iWatch Series 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B09ZXHS6FZ", "price": "$7.99", "quantity": ""}],
"comparison_items": [{"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey", "asin": "B09ZPB85JC", "price": "$11.89"},
{"title": "CTYBB Milanese Mesh Loop Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm Men Women, Stainless Steel Wider Metal Strap Magnetic Clasp for iWatch Series Ultra 2/Ultra 10 9 8 7 SE 6 5 4 3 2 1", "asin": "B0DNFB19CK", "price": "$14.99"},
{"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Midnight", "asin": "B0C68Q6HK2", "price": "$11.89"},
{"title": "TRA Stainless Steel Metal Compatible with Apple Watch Band 38mm 42mm 40mm 44mm 41mm 45mm 46mm 49mm, Mesh Magnetic Clasp Loop Strap Wristband for iWatch Ultra Series 10/9/8/SE/7/6/5/4/3/2/1 Men Women", "asin": "B0CJLBXL8P", "price": "$7.97"},
{"title": "Magnetic Mesh Metal Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm Men and Women, Stainless Steel Loop Clasp Replacement for iWatch Bands Ultra Series 10 9 8 7 SE 6 5 4 3 2 1", "asin": "B0DNJFKNLG", "price": "$7.98"},
{"title": "MAGEASY Milanese Band for Apple Watch Series 10 - Magnetic iWatch Bands for Women, Strong Magnets & Comfortable, One Size Fit Most | for 44mm 45mm 46mm 49mm Apple Watch 1-7/8/9/10/SE/SE2/Ultra/Ultra2", "asin": "B0D4TDQBX8", "price": "$39.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T01:14:53.912Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T01:14:53.912Z\",\"action\": \"purchase\",\"acion_argument\": \"B09ZPB85JC\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T01:14:53.912Z\",\"action\": \"purchase\",\"acion_argument\": \"B09ZPB85JC\",}</answer>",
"index": 112,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09ZPB85JC\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\"},\n{\"price\": \"$11.89\"},\n{\"bullet_list\": \"\\u3010Compatible Model & Fit Wrist Size\\u3011\\uff1aEpuly magnetic clasp stainless steel mesh Loop fully compatible with apple watch 46mm(2024 series 10), ultra 2 band 49mm 45mm 44mm series 9, series 8, series 7, series SE, series 6, series 5, series 4, series 3, series 2. Fits 6.10-7.3 inch wrist (155mm-185mm) \\u3010Material & Design\\u3011:EPULY iWatch strap woven of high quality stainless steel, classy and stylish, the smooth mesh loop fluidly around your wrist , and because it`s fully magnetic, the band is adjustable, ensuring a perfect fit \\u3010Strong magnetic & Breathable\\u3011:Strong magnetic clasp for closure to avoid the stainless steel mesh band from falling off and being loose,and the mesh loop breathable and comfortable, sweat-proof and no rash.[NOTICE:Please buy with caution if you have frequent contact with metal in your life,the magnet clasp will attract other metals \\u3010Great Gift for Men & Women\\u3011:The Watch band is suitable for daily use, holiday parties, also concerts and very proper to be used as gifts for Wedding, birthday, Valentines' day, Mothers' day, father' day, Christmas, Thanksgiving Day etc \\u3010What You Get & 24-Hours Online Service \\u3011:1* iWatch band. Any problem with our iWatch bands, please contact us at the first time,we are glad to service for you within 24h\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Space Grey\"},\n{\"Size\": \"Series10 46mm/Ultra2 49mm/45mm/44mm\"}],\n\"promotion_items\": [{\"title\": \"Milanese Mesh Loop Compatible with Apple Watch Bands 49mm 46mm 45mm 44mm 42mm for Men Women, Stainless Steel Mesh Loop with Parachute-style Buckle for iWatch Ultra 2 Series 10 9 8 7 6 SE 5 4 3\", \"asin\": \"B0DHGNX8C2\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands\", \"asin\": \"B09V5N5SPY\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Original Milanese metal band Compatible with Apple Watch Bands 42mm 44mm 45mm 46mm 49mm 38mm 40mm 41mm for Men Women, Stainless Steel Mesh strap for iWatch Ultra 2 Series 10 9 8 7 6 SE 5 4 3 2 1 Black\", \"asin\": \"B0DM1P3DXC\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"CTYBB Milanese Mesh Loop Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm Men Women, Stainless Steel Wider Metal Strap Magnetic Clasp for iWatch Series Ultra 2/Ultra 10 9 8 7 SE 6 5 4 3 2 1\", \"asin\": \"B0DJX9W3BD\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Nylon Watch Band for Apple Watch Ultra 2 Band 49mm 46mm 45mm 44mm 42mm, Adjustable ...\", \"asin\": \"B0DRGN5N3Y\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Double Magnetic Compatible for Apple Watch Band Ultra 2,SE, Stainless Steel Strap M...\", \"asin\": \"B0D3BFPH42\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Fullmosa Compatible Apple Watch Bands 49mm 45mm 46mm 44mm 42mm 41mm 40mm 38mm, Metal iWatch Band with Case for Apple Watch Ultra Series 10 9 8 7 6 5 4 3 2 1 SE, 42mm 44mm 45mm Black\", \"asin\": \"B07F1RRQXQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Double Magnetic Compatible for Apple Watch Band Ultra 2,SE, Stainless Steel Strap M...\", \"asin\": \"B0D3BFPH42\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"UUPWPOKT Compatible with Apple Watch Ultra 2/1 Band 49mm 46mm 45mm 44mm 42mm Men, Genuine Leather Band Strap for iWatch Ultra Series 10 9 8 7 6 5 4 3 2 1 SE, Retro Brown/Titanium\", \"asin\": \"B0CBRMS94Y\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Milanese Mesh Loop Compatible with Apple Watch Bands 49mm 46mm 45mm 44mm 42mm for Men Women, Stainless Steel Mesh Loop with Parachute-style Buckle for iWatch Ultra 2 Series 10 9 8 7 6 SE 5 4 3\", \"asin\": \"B0DHGNX8C2\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands\", \"asin\": \"B09V5N5SPY\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Zedoli Metal Band Compatible with Apple Watch Band 40mm 38mm 41mm 45mm 44mm 42mm 49mm for Women Men, Stainless Steel Milanese Mesh Loop Magnetic Wristbands for iWatch Series 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B09ZXHS6FZ\", \"price\": \"$7.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\"},\n{\"title\": \"CTYBB Milanese Mesh Loop Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm Men Women, Stainless Steel Wider Metal Strap Magnetic Clasp for iWatch Series Ultra 2/Ultra 10 9 8 7 SE 6 5 4 3 2 1\", \"asin\": \"B0DNFB19CK\", \"price\": \"$14.99\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Midnight\", \"asin\": \"B0C68Q6HK2\", \"price\": \"$11.89\"},\n{\"title\": \"TRA Stainless Steel Metal Compatible with Apple Watch Band 38mm 42mm 40mm 44mm 41mm 45mm 46mm 49mm, Mesh Magnetic Clasp Loop Strap Wristband for iWatch Ultra Series 10/9/8/SE/7/6/5/4/3/2/1 Men Women\", \"asin\": \"B0CJLBXL8P\", \"price\": \"$7.97\"},\n{\"title\": \"Magnetic Mesh Metal Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm Men and Women, Stainless Steel Loop Clasp Replacement for iWatch Bands Ultra Series 10 9 8 7 SE 6 5 4 3 2 1\", \"asin\": \"B0DNJFKNLG\", \"price\": \"$7.98\"},\n{\"title\": \"MAGEASY Milanese Band for Apple Watch Series 10 - Magnetic iWatch Bands for Women, Strong Magnets & Comfortable, One Size Fit Most | for 44mm 45mm 46mm 49mm Apple Watch 1-7/8/9/10/SE/SE2/Ultra/Ultra2\", \"asin\": \"B0D4TDQBX8\", \"price\": \"$39.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:14:53.912Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n<|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\": \"2025-04-11T02:38:02.204Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T02:38:02.204Z
|
click
|
nav_bar
|
rule
|
train
| 113 |
2025-04-11T02:38:02.204Z
|
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": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"}
{"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"}
{"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}
{"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"}
{"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"}
{"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"}
{"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"}
{"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"}
{"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"}
{"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"}
{"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"}
{"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"}
{"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"}
{"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"}
{"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"}
{"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"}
{"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"}
{"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"}
{"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"}
{"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"}
{"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"}
{"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"}
{"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"}
{"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"}
{"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"}
{"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"}
{"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"}
{"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
<|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": "2025-04-11T02:38:02.204Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T02:38:02.204Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T02:38:02.204Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 113,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n<|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\": \"2025-04-11T02:38:02.204Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Tea Tree Oil Foot Soak with Epsom Salt - For Toenail Repair, Athletes Foot, Softens Calluses, Soothes Sore & Tired Feet, Nail Discoloration, odor Scent, Spa Pedicure Care - Made in USA 16 oz\", \"asin\": \"B0829DGWD5\", \"price\": \"$15.97\", \"quantity\": \"\"},\n{\"title\": \"Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery\", \"asin\": \"B0BNCSW964\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Recycable Shoe Covers Disposable - Black Shoe Covers for Indoors,50Pcs Booties for Shoe cover,Fits Up To 11 US Men and 13 US Women Size,Recyclable Non-Woven Fabric\", \"asin\": \"B0CB8K9KJ3\", \"price\": \"$9.77\", \"quantity\": \"\"},\n{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Unboxme Gifts Warm & Cozy Ultra-Luxe Cloud Sock for Women & Men - Super Soft Luxurious Fabric Sleep Socks\", \"asin\": \"B09319MZJN\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Lid (CG01000-299001)\", \"asin\": \"B084DWG77B\", \"price\": \"$26.80\", \"quantity\": \"\"},\n{\"title\": \"Dove Body Wash with Pump Sensitive Skin For 24hr Lotion-Soft Skin Moisturizing Skin Cleanser Gentle Hypoallergenic Formula with No Sulfates No Parabens 30.6 oz\", \"asin\": \"B00SK71SAG\", \"price\": \"$9.74\", \"quantity\": \"\"},\n{\"title\": \"RENPHO Body Measuring Tape, Smart Tape Measure for Weight Loss, Bluetooth Fitness Equipment with App, Measuring Waist, Hip, Bust, Arms, Muscle Gain, Retractable, 60in /150cm, White\", \"asin\": \"B082W886W9\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Meebook E-Reader M6 | 6' Eink Carta Screen 300PPI | Adjustable Smart Light | Android 11 | Ouad Core Processor | Audio Books|Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Purple\", \"asin\": \"B0BX9LG11R\", \"price\": \"$159.00\", \"quantity\": \"\"},\n{\"title\": \"HP Stream 14inch HD Display,Intel(R) Celeron(R) N4120 Processor, 32GB DDR4 Memory, 128GB Storage (64GB eMMC+64GB Card),WiFi, Webcam, Bluetooth, 1-Year Microsoft 365, Win11, Rose Gold, W/GaLiMu\", \"asin\": \"B0C676RJNV\", \"price\": \"$299.95\", \"quantity\": \"\"},\n{\"title\": \"Meebook Colour E-Reader M6C | 6\\u201d Color E Ink Kaleido\\u2122 3 Display | Smart Light | Android 11 | Ouad Core | Audio Books | Google Play Store | 3GB 32GB Storage | Micro-SD Slot | White\", \"asin\": \"B0D6YL9X35\", \"price\": \"$189.00\", \"quantity\": \"\"},\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\", \"quantity\": \"\"},\n{\"title\": \"PocketBook Verse Pro Color | Super Thin and Compact 6\\\" e-Reader | Color Screen E Ink Kaleido\\u2122 3 \\u2013 Eye-Safe and Glare-Free | Text-to-Speech & Bluetooth | Audiobooks | SMARTlight | IPX8 Waterproof\", \"asin\": \"B0D9QTSVXC\", \"price\": \"$13500\", \"quantity\": \"\"},\n{\"title\": \"PocketBook Basic Lux 4 E-Book Reader | 6\\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot\", \"asin\": \"B0CCNYKY6V\", \"price\": \"$119.00\", \"quantity\": \"\"}],\n\"active_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\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Mugwort ginger\"}]},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Printed Keycaps\"}, {\"Color\": \"White\"}]},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Medium\"}, {\"Color\": \"Deep Color\"}]},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Midnight Gray\"}]},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Orange Trio\"}, {\"Size\": \"3 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"1.7 Fl Oz / 50 ml\"}]},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 1)\"}]},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"4.2 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"delivery\": \"$15 delivery Apr 16 - 17 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15.5\\\" Neck 32\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"100ml\"}, {\"Color\": \"Lavender\"}]},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"33.8 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"delivery\": \"$79.99 delivery Fri, Apr 18\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"title\": \"FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red\", \"asin\": \"B0BBV6FBYH\", \"options\": [{\"Color\": \"Cherry MX Silent Red\"}]},\n{\"title\": \"Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black\", \"asin\": \"B09XS7JWHH\", \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"One Size\"}, {\"Style\": \"Headphones\"}]},\n{\"title\": \"No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce\", \"asin\": \"B000VOJ9BG\", \"price\": \"$129.99\", \"options\": [{\"Scent\": \"CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM\"}, {\"Size\": \"3.4 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)\", \"asin\": \"B0D3F42G5D\", \"options\": [{\"Item Weight\": \"3.4 Ounces\"}]},\n{\"title\": \"life2O DoubleCheck \\u2713\\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More\", \"asin\": \"B0BRQG9C7Z\", \"price\": \"$15.95\", \"options\": []},\n{\"title\": \"Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils\", \"asin\": \"B0CRC94B2L\", \"options\": [{\"Scent\": \"Le'Santal (33)\"}]},\n{\"title\": \"Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge\", \"asin\": \"B0CJ9GNP73\", \"options\": []},\n{\"title\": \"MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)\", \"asin\": \"B0CKR5RR2Z\", \"options\": []},\n{\"title\": \"Cottonelle Fresh Feel Flushable Wet Wipes, Adult Wet Wipes, 8 Flip-Top Packs, 42 Wipes Per Pack (336 Total Wipes), Packaging May Vary\", \"asin\": \"B07ND3WR64\", \"options\": [{\"Scent\": \"Unscented\"}, {\"Size\": \"42 Wipes (Pack of 8)\"}]},\n{\"asin\": \"B07ND3WR64\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T02:38:26.945Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T02:38:26.945Z
|
click
|
cart_page_select
|
rule
|
train
| 114 |
2025-04-11T02:38:26.945Z
|
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": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"}
{"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"}
{"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}
{"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"}
{"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"}
{"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"}
{"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"}
{"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"}
{"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"}
{"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"}
{"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"}
{"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"}
{"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"}
{"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"}
{"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"}
{"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"}
{"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"}
{"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"}
{"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"}
{"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"}
{"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"}
{"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"}
{"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"}
{"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"}
{"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"}
{"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"}
{"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"}
{"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Tea Tree Oil Foot Soak with Epsom Salt - For Toenail Repair, Athletes Foot, Softens Calluses, Soothes Sore & Tired Feet, Nail Discoloration, odor Scent, Spa Pedicure Care - Made in USA 16 oz", "asin": "B0829DGWD5", "price": "$15.97", "quantity": ""},
{"title": "Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery", "asin": "B0BNCSW964", "price": "$16.98", "quantity": ""},
{"title": "Recycable Shoe Covers Disposable - Black Shoe Covers for Indoors,50Pcs Booties for Shoe cover,Fits Up To 11 US Men and 13 US Women Size,Recyclable Non-Woven Fabric", "asin": "B0CB8K9KJ3", "price": "$9.77", "quantity": ""},
{"title": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$5.68", "quantity": ""},
{"title": "Unboxme Gifts Warm & Cozy Ultra-Luxe Cloud Sock for Women & Men - Super Soft Luxurious Fabric Sleep Socks", "asin": "B09319MZJN", "price": "$9.99", "quantity": ""},
{"title": "HHKB - Happy Hacking Keyboard Lid (CG01000-299001)", "asin": "B084DWG77B", "price": "$26.80", "quantity": ""},
{"title": "Dove Body Wash with Pump Sensitive Skin For 24hr Lotion-Soft Skin Moisturizing Skin Cleanser Gentle Hypoallergenic Formula with No Sulfates No Parabens 30.6 oz", "asin": "B00SK71SAG", "price": "$9.74", "quantity": ""},
{"title": "RENPHO Body Measuring Tape, Smart Tape Measure for Weight Loss, Bluetooth Fitness Equipment with App, Measuring Waist, Hip, Bust, Arms, Muscle Gain, Retractable, 60in /150cm, White", "asin": "B082W886W9", "price": "$27.99", "quantity": ""},
{"title": "Meebook E-Reader M6 | 6' Eink Carta Screen 300PPI | Adjustable Smart Light | Android 11 | Ouad Core Processor | Audio Books|Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Purple", "asin": "B0BX9LG11R", "price": "$159.00", "quantity": ""},
{"title": "HP Stream 14inch HD Display,Intel(R) Celeron(R) N4120 Processor, 32GB DDR4 Memory, 128GB Storage (64GB eMMC+64GB Card),WiFi, Webcam, Bluetooth, 1-Year Microsoft 365, Win11, Rose Gold, W/GaLiMu", "asin": "B0C676RJNV", "price": "$299.95", "quantity": ""},
{"title": "Meebook Colour E-Reader M6C | 6\u201d Color E Ink Kaleido\u2122 3 Display | Smart Light | Android 11 | Ouad Core | Audio Books | Google Play Store | 3GB 32GB Storage | Micro-SD Slot | White", "asin": "B0D6YL9X35", "price": "$189.00", "quantity": ""},
{"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 Color | Super Thin and Compact 6\" e-Reader | Color Screen E Ink Kaleido\u2122 3 \u2013 Eye-Safe and Glare-Free | Text-to-Speech & Bluetooth | Audiobooks | SMARTlight | IPX8 Waterproof", "asin": "B0D9QTSVXC", "price": "$13500", "quantity": ""},
{"title": "PocketBook Basic Lux 4 E-Book Reader | 6\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot", "asin": "B0CCNYKY6V", "price": "$119.00", "quantity": ""}],
"active_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", "delivery": "FREE delivery Sun, Apr 13 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "delivery": "Two-Day FREE delivery Sat, Apr 12 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Mugwort ginger"}]},
{"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "delivery": "Two-Day FREE delivery Sat, Apr 12 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "delivery": "Two-Day FREE delivery Sat, Apr 12 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Printed Keycaps"}, {"Color": "White"}]},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "delivery": "Two-Day FREE delivery Sat, Apr 12 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "10Packs, 2800Sheets in Total"}]},
{"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "delivery": "Two-Day FREE delivery Sat, Apr 12 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Medium"}, {"Color": "Deep Color"}]},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "delivery": "Two-Day FREE delivery Sat, Apr 12 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Midnight Gray"}]},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "delivery": "FREE delivery Sun, Apr 13 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "delivery": "Two-Day FREE delivery Sat, Apr 12 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "20.3 Fl Oz (Pack of 3)"}]},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "delivery": "Two-Day FREE delivery Sat, Apr 12 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Orange Trio"}, {"Size": "3 Fl Oz (Pack of 1)"}]},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "delivery": "Two-Day FREE delivery Sat, Apr 12 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "1.7 Fl Oz / 50 ml"}]},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "delivery": "Two-Day FREE delivery Sat, Apr 12 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Wild Mint & Eucalyptus"}]},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "delivery": "Two-Day FREE delivery Sat, Apr 12", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Classic"}, {"Size": "40 Count (Pack of 1)"}]},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "delivery": "Two-Day FREE delivery Sat, Apr 12 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "20.3 Fl Oz (Pack of 3)"}]},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "delivery": "FREE delivery Sun, Apr 13 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "4.2 Fl Oz (Pack of 1)"}]},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "delivery": "FREE delivery Sun, Apr 13 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "15\"-15.5\" Neck 32\"-33\" Sleeve"}, {"Color": "White"}]},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "delivery": "$15 delivery Apr 16 - 17 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "15.5\" Neck 32\" Sleeve"}, {"Color": "White"}]},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "delivery": "Two-Day FREE delivery Sat, Apr 12 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "100ml"}, {"Color": "Lavender"}]},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "delivery": "Two-Day FREE delivery Sat, Apr 12 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "33.8 Fl Oz (Pack of 1)"}]},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "delivery": "$79.99 delivery Fri, Apr 18", "quantity": "1", "selected": false, "options": [{"Color": "Red"}, {"Size": "26 Inch"}]}],
"saved_items": [{"title": "Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain", "asin": "B08B2NZSLR", "options": [{"Flavor Name": "rolled oats"}, {"Size": "2.5 Pound (Pack of 2)"}]},
{"title": "FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red", "asin": "B0BBV6FBYH", "options": [{"Color": "Cherry MX Silent Red"}]},
{"title": "Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black", "asin": "B09XS7JWHH", "options": [{"Color": "Black"}, {"Size": "One Size"}, {"Style": "Headphones"}]},
{"title": "No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce", "asin": "B000VOJ9BG", "price": "$129.99", "options": [{"Scent": "CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM"}, {"Size": "3.4 Fl Oz (Pack of 1)"}]},
{"title": "ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)", "asin": "B0D3F42G5D", "options": [{"Item Weight": "3.4 Ounces"}]},
{"title": "life2O DoubleCheck \u2713\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More", "asin": "B0BRQG9C7Z", "price": "$15.95", "options": []},
{"title": "Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils", "asin": "B0CRC94B2L", "options": [{"Scent": "Le'Santal (33)"}]},
{"title": "Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge", "asin": "B0CJ9GNP73", "options": []},
{"title": "MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)", "asin": "B0CKR5RR2Z", "options": []},
{"title": "Cottonelle Fresh Feel Flushable Wet Wipes, Adult Wet Wipes, 8 Flip-Top Packs, 42 Wipes Per Pack (336 Total Wipes), Packaging May Vary", "asin": "B07ND3WR64", "options": [{"Scent": "Unscented"}, {"Size": "42 Wipes (Pack of 8)"}]},
{"asin": "B07ND3WR64", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T02:38:26.945Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T02:38:26.945Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T02:38:26.945Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"index": 114,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Tea Tree Oil Foot Soak with Epsom Salt - For Toenail Repair, Athletes Foot, Softens Calluses, Soothes Sore & Tired Feet, Nail Discoloration, odor Scent, Spa Pedicure Care - Made in USA 16 oz\", \"asin\": \"B0829DGWD5\", \"price\": \"$15.97\", \"quantity\": \"\"},\n{\"title\": \"Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery\", \"asin\": \"B0BNCSW964\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Recycable Shoe Covers Disposable - Black Shoe Covers for Indoors,50Pcs Booties for Shoe cover,Fits Up To 11 US Men and 13 US Women Size,Recyclable Non-Woven Fabric\", \"asin\": \"B0CB8K9KJ3\", \"price\": \"$9.77\", \"quantity\": \"\"},\n{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Unboxme Gifts Warm & Cozy Ultra-Luxe Cloud Sock for Women & Men - Super Soft Luxurious Fabric Sleep Socks\", \"asin\": \"B09319MZJN\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Lid (CG01000-299001)\", \"asin\": \"B084DWG77B\", \"price\": \"$26.80\", \"quantity\": \"\"},\n{\"title\": \"Dove Body Wash with Pump Sensitive Skin For 24hr Lotion-Soft Skin Moisturizing Skin Cleanser Gentle Hypoallergenic Formula with No Sulfates No Parabens 30.6 oz\", \"asin\": \"B00SK71SAG\", \"price\": \"$9.74\", \"quantity\": \"\"},\n{\"title\": \"RENPHO Body Measuring Tape, Smart Tape Measure for Weight Loss, Bluetooth Fitness Equipment with App, Measuring Waist, Hip, Bust, Arms, Muscle Gain, Retractable, 60in /150cm, White\", \"asin\": \"B082W886W9\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Meebook E-Reader M6 | 6' Eink Carta Screen 300PPI | Adjustable Smart Light | Android 11 | Ouad Core Processor | Audio Books|Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Purple\", \"asin\": \"B0BX9LG11R\", \"price\": \"$159.00\", \"quantity\": \"\"},\n{\"title\": \"HP Stream 14inch HD Display,Intel(R) Celeron(R) N4120 Processor, 32GB DDR4 Memory, 128GB Storage (64GB eMMC+64GB Card),WiFi, Webcam, Bluetooth, 1-Year Microsoft 365, Win11, Rose Gold, W/GaLiMu\", \"asin\": \"B0C676RJNV\", \"price\": \"$299.95\", \"quantity\": \"\"},\n{\"title\": \"Meebook Colour E-Reader M6C | 6\\u201d Color E Ink Kaleido\\u2122 3 Display | Smart Light | Android 11 | Ouad Core | Audio Books | Google Play Store | 3GB 32GB Storage | Micro-SD Slot | White\", \"asin\": \"B0D6YL9X35\", \"price\": \"$189.00\", \"quantity\": \"\"},\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\", \"quantity\": \"\"},\n{\"title\": \"PocketBook Verse Pro Color | Super Thin and Compact 6\\\" e-Reader | Color Screen E Ink Kaleido\\u2122 3 \\u2013 Eye-Safe and Glare-Free | Text-to-Speech & Bluetooth | Audiobooks | SMARTlight | IPX8 Waterproof\", \"asin\": \"B0D9QTSVXC\", \"price\": \"$13500\", \"quantity\": \"\"},\n{\"title\": \"PocketBook Basic Lux 4 E-Book Reader | 6\\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot\", \"asin\": \"B0CCNYKY6V\", \"price\": \"$119.00\", \"quantity\": \"\"}],\n\"active_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\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Mugwort ginger\"}]},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Printed Keycaps\"}, {\"Color\": \"White\"}]},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Medium\"}, {\"Color\": \"Deep Color\"}]},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Midnight Gray\"}]},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Orange Trio\"}, {\"Size\": \"3 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"1.7 Fl Oz / 50 ml\"}]},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 1)\"}]},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"4.2 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"delivery\": \"$15 delivery Apr 16 - 17 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15.5\\\" Neck 32\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"100ml\"}, {\"Color\": \"Lavender\"}]},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"33.8 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"delivery\": \"$79.99 delivery Fri, Apr 18\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"title\": \"FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red\", \"asin\": \"B0BBV6FBYH\", \"options\": [{\"Color\": \"Cherry MX Silent Red\"}]},\n{\"title\": \"Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black\", \"asin\": \"B09XS7JWHH\", \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"One Size\"}, {\"Style\": \"Headphones\"}]},\n{\"title\": \"No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce\", \"asin\": \"B000VOJ9BG\", \"price\": \"$129.99\", \"options\": [{\"Scent\": \"CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM\"}, {\"Size\": \"3.4 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)\", \"asin\": \"B0D3F42G5D\", \"options\": [{\"Item Weight\": \"3.4 Ounces\"}]},\n{\"title\": \"life2O DoubleCheck \\u2713\\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More\", \"asin\": \"B0BRQG9C7Z\", \"price\": \"$15.95\", \"options\": []},\n{\"title\": \"Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils\", \"asin\": \"B0CRC94B2L\", \"options\": [{\"Scent\": \"Le'Santal (33)\"}]},\n{\"title\": \"Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge\", \"asin\": \"B0CJ9GNP73\", \"options\": []},\n{\"title\": \"MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)\", \"asin\": \"B0CKR5RR2Z\", \"options\": []},\n{\"title\": \"Cottonelle Fresh Feel Flushable Wet Wipes, Adult Wet Wipes, 8 Flip-Top Packs, 42 Wipes Per Pack (336 Total Wipes), Packaging May Vary\", \"asin\": \"B07ND3WR64\", \"options\": [{\"Scent\": \"Unscented\"}, {\"Size\": \"42 Wipes (Pack of 8)\"}]},\n{\"asin\": \"B07ND3WR64\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T02:38:26.945Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Tea Tree Oil Foot Soak with Epsom Salt - For Toenail Repair, Athletes Foot, Softens Calluses, Soothes Sore & Tired Feet, Nail Discoloration, odor Scent, Spa Pedicure Care - Made in USA 16 oz\", \"asin\": \"B0829DGWD5\", \"price\": \"$15.97\", \"quantity\": \"\"},\n{\"title\": \"Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery\", \"asin\": \"B0BNCSW964\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Recycable Shoe Covers Disposable - Black Shoe Covers for Indoors,50Pcs Booties for Shoe cover,Fits Up To 11 US Men and 13 US Women Size,Recyclable Non-Woven Fabric\", \"asin\": \"B0CB8K9KJ3\", \"price\": \"$9.77\", \"quantity\": \"\"},\n{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Unboxme Gifts Warm & Cozy Ultra-Luxe Cloud Sock for Women & Men - Super Soft Luxurious Fabric Sleep Socks\", \"asin\": \"B09319MZJN\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Lid (CG01000-299001)\", \"asin\": \"B084DWG77B\", \"price\": \"$26.80\", \"quantity\": \"\"},\n{\"title\": \"Dove Body Wash with Pump Sensitive Skin For 24hr Lotion-Soft Skin Moisturizing Skin Cleanser Gentle Hypoallergenic Formula with No Sulfates No Parabens 30.6 oz\", \"asin\": \"B00SK71SAG\", \"price\": \"$9.74\", \"quantity\": \"\"},\n{\"title\": \"RENPHO Body Measuring Tape, Smart Tape Measure for Weight Loss, Bluetooth Fitness Equipment with App, Measuring Waist, Hip, Bust, Arms, Muscle Gain, Retractable, 60in /150cm, White\", \"asin\": \"B082W886W9\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Meebook E-Reader M6 | 6' Eink Carta Screen 300PPI | Adjustable Smart Light | Android 11 | Ouad Core Processor | Audio Books|Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Purple\", \"asin\": \"B0BX9LG11R\", \"price\": \"$159.00\", \"quantity\": \"\"},\n{\"title\": \"HP Stream 14inch HD Display,Intel(R) Celeron(R) N4120 Processor, 32GB DDR4 Memory, 128GB Storage (64GB eMMC+64GB Card),WiFi, Webcam, Bluetooth, 1-Year Microsoft 365, Win11, Rose Gold, W/GaLiMu\", \"asin\": \"B0C676RJNV\", \"price\": \"$299.95\", \"quantity\": \"\"},\n{\"title\": \"Meebook Colour E-Reader M6C | 6\\u201d Color E Ink Kaleido\\u2122 3 Display | Smart Light | Android 11 | Ouad Core | Audio Books | Google Play Store | 3GB 32GB Storage | Micro-SD Slot | White\", \"asin\": \"B0D6YL9X35\", \"price\": \"$189.00\", \"quantity\": \"\"},\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\", \"quantity\": \"\"},\n{\"title\": \"PocketBook Verse Pro Color | Super Thin and Compact 6\\\" e-Reader | Color Screen E Ink Kaleido\\u2122 3 \\u2013 Eye-Safe and Glare-Free | Text-to-Speech & Bluetooth | Audiobooks | SMARTlight | IPX8 Waterproof\", \"asin\": \"B0D9QTSVXC\", \"price\": \"$13500\", \"quantity\": \"\"},\n{\"title\": \"PocketBook Basic Lux 4 E-Book Reader | 6\\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot\", \"asin\": \"B0CCNYKY6V\", \"price\": \"$119.00\", \"quantity\": \"\"}],\n\"active_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\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Mugwort ginger\"}]},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Printed Keycaps\"}, {\"Color\": \"White\"}]},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Medium\"}, {\"Color\": \"Deep Color\"}]},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Midnight Gray\"}]},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Orange Trio\"}, {\"Size\": \"3 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"1.7 Fl Oz / 50 ml\"}]},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 1)\"}]},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"4.2 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"delivery\": \"$15 delivery Apr 16 - 17 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15.5\\\" Neck 32\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"100ml\"}, {\"Color\": \"Lavender\"}]},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"33.8 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"delivery\": \"$79.99 delivery Fri, Apr 18\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"title\": \"FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red\", \"asin\": \"B0BBV6FBYH\", \"options\": [{\"Color\": \"Cherry MX Silent Red\"}]},\n{\"title\": \"Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black\", \"asin\": \"B09XS7JWHH\", \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"One Size\"}, {\"Style\": \"Headphones\"}]},\n{\"title\": \"No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce\", \"asin\": \"B000VOJ9BG\", \"price\": \"$129.99\", \"options\": [{\"Scent\": \"CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM\"}, {\"Size\": \"3.4 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)\", \"asin\": \"B0D3F42G5D\", \"options\": [{\"Item Weight\": \"3.4 Ounces\"}]},\n{\"title\": \"life2O DoubleCheck \\u2713\\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More\", \"asin\": \"B0BRQG9C7Z\", \"price\": \"$15.95\", \"options\": []},\n{\"title\": \"Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils\", \"asin\": \"B0CRC94B2L\", \"options\": [{\"Scent\": \"Le'Santal (33)\"}]},\n{\"title\": \"Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge\", \"asin\": \"B0CJ9GNP73\", \"options\": []},\n{\"title\": \"MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)\", \"asin\": \"B0CKR5RR2Z\", \"options\": []},\n{\"title\": \"Cottonelle Fresh Feel Flushable Wet Wipes, Adult Wet Wipes, 8 Flip-Top Packs, 42 Wipes Per Pack (336 Total Wipes), Packaging May Vary\", \"asin\": \"B07ND3WR64\", \"options\": [{\"Scent\": \"Unscented\"}, {\"Size\": \"42 Wipes (Pack of 8)\"}]},\n{\"asin\": \"B07ND3WR64\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T02:38:26.982Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T02:38:26.982Z
|
click
|
cart_page_select
|
rule
|
train
| 115 |
2025-04-11T02:38:26.982Z
|
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": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"}
{"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"}
{"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}
{"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"}
{"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"}
{"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"}
{"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"}
{"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"}
{"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"}
{"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"}
{"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"}
{"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"}
{"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"}
{"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"}
{"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"}
{"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"}
{"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"}
{"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"}
{"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"}
{"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"}
{"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"}
{"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"}
{"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"}
{"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"}
{"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"}
{"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"}
{"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"}
{"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Tea Tree Oil Foot Soak with Epsom Salt - For Toenail Repair, Athletes Foot, Softens Calluses, Soothes Sore & Tired Feet, Nail Discoloration, odor Scent, Spa Pedicure Care - Made in USA 16 oz", "asin": "B0829DGWD5", "price": "$15.97", "quantity": ""},
{"title": "Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery", "asin": "B0BNCSW964", "price": "$16.98", "quantity": ""},
{"title": "Recycable Shoe Covers Disposable - Black Shoe Covers for Indoors,50Pcs Booties for Shoe cover,Fits Up To 11 US Men and 13 US Women Size,Recyclable Non-Woven Fabric", "asin": "B0CB8K9KJ3", "price": "$9.77", "quantity": ""},
{"title": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$5.68", "quantity": ""},
{"title": "Unboxme Gifts Warm & Cozy Ultra-Luxe Cloud Sock for Women & Men - Super Soft Luxurious Fabric Sleep Socks", "asin": "B09319MZJN", "price": "$9.99", "quantity": ""},
{"title": "HHKB - Happy Hacking Keyboard Lid (CG01000-299001)", "asin": "B084DWG77B", "price": "$26.80", "quantity": ""},
{"title": "Dove Body Wash with Pump Sensitive Skin For 24hr Lotion-Soft Skin Moisturizing Skin Cleanser Gentle Hypoallergenic Formula with No Sulfates No Parabens 30.6 oz", "asin": "B00SK71SAG", "price": "$9.74", "quantity": ""},
{"title": "RENPHO Body Measuring Tape, Smart Tape Measure for Weight Loss, Bluetooth Fitness Equipment with App, Measuring Waist, Hip, Bust, Arms, Muscle Gain, Retractable, 60in /150cm, White", "asin": "B082W886W9", "price": "$27.99", "quantity": ""},
{"title": "Meebook E-Reader M6 | 6' Eink Carta Screen 300PPI | Adjustable Smart Light | Android 11 | Ouad Core Processor | Audio Books|Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Purple", "asin": "B0BX9LG11R", "price": "$159.00", "quantity": ""},
{"title": "HP Stream 14inch HD Display,Intel(R) Celeron(R) N4120 Processor, 32GB DDR4 Memory, 128GB Storage (64GB eMMC+64GB Card),WiFi, Webcam, Bluetooth, 1-Year Microsoft 365, Win11, Rose Gold, W/GaLiMu", "asin": "B0C676RJNV", "price": "$299.95", "quantity": ""},
{"title": "Meebook Colour E-Reader M6C | 6\u201d Color E Ink Kaleido\u2122 3 Display | Smart Light | Android 11 | Ouad Core | Audio Books | Google Play Store | 3GB 32GB Storage | Micro-SD Slot | White", "asin": "B0D6YL9X35", "price": "$189.00", "quantity": ""},
{"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 Color | Super Thin and Compact 6\" e-Reader | Color Screen E Ink Kaleido\u2122 3 \u2013 Eye-Safe and Glare-Free | Text-to-Speech & Bluetooth | Audiobooks | SMARTlight | IPX8 Waterproof", "asin": "B0D9QTSVXC", "price": "$13500", "quantity": ""},
{"title": "PocketBook Basic Lux 4 E-Book Reader | 6\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot", "asin": "B0CCNYKY6V", "price": "$119.00", "quantity": ""}],
"active_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", "delivery": "FREE delivery Sun, Apr 13 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "delivery": "Two-Day FREE delivery Sat, Apr 12 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Mugwort ginger"}]},
{"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "delivery": "Two-Day FREE delivery Sat, Apr 12 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "delivery": "Two-Day FREE delivery Sat, Apr 12 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Printed Keycaps"}, {"Color": "White"}]},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "delivery": "Two-Day FREE delivery Sat, Apr 12 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "10Packs, 2800Sheets in Total"}]},
{"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "delivery": "Two-Day FREE delivery Sat, Apr 12 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Medium"}, {"Color": "Deep Color"}]},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "delivery": "Two-Day FREE delivery Sat, Apr 12 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Midnight Gray"}]},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "delivery": "FREE delivery Sun, Apr 13 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "delivery": "Two-Day FREE delivery Sat, Apr 12 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "20.3 Fl Oz (Pack of 3)"}]},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "delivery": "Two-Day FREE delivery Sat, Apr 12 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Orange Trio"}, {"Size": "3 Fl Oz (Pack of 1)"}]},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "delivery": "Two-Day FREE delivery Sat, Apr 12 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "1.7 Fl Oz / 50 ml"}]},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "delivery": "Two-Day FREE delivery Sat, Apr 12 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Wild Mint & Eucalyptus"}]},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "delivery": "Two-Day FREE delivery Sat, Apr 12", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Classic"}, {"Size": "40 Count (Pack of 1)"}]},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "delivery": "Two-Day FREE delivery Sat, Apr 12 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "20.3 Fl Oz (Pack of 3)"}]},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "delivery": "FREE delivery Sun, Apr 13 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "4.2 Fl Oz (Pack of 1)"}]},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "delivery": "FREE delivery Sun, Apr 13 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "15\"-15.5\" Neck 32\"-33\" Sleeve"}, {"Color": "White"}]},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "delivery": "$15 delivery Apr 16 - 17 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "15.5\" Neck 32\" Sleeve"}, {"Color": "White"}]},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "delivery": "Two-Day FREE delivery Sat, Apr 12 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "100ml"}, {"Color": "Lavender"}]},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "delivery": "Two-Day FREE delivery Sat, Apr 12 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "33.8 Fl Oz (Pack of 1)"}]},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "delivery": "$79.99 delivery Fri, Apr 18", "quantity": "1", "selected": false, "options": [{"Color": "Red"}, {"Size": "26 Inch"}]}],
"saved_items": [{"title": "Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain", "asin": "B08B2NZSLR", "options": [{"Flavor Name": "rolled oats"}, {"Size": "2.5 Pound (Pack of 2)"}]},
{"title": "FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red", "asin": "B0BBV6FBYH", "options": [{"Color": "Cherry MX Silent Red"}]},
{"title": "Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black", "asin": "B09XS7JWHH", "options": [{"Color": "Black"}, {"Size": "One Size"}, {"Style": "Headphones"}]},
{"title": "No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce", "asin": "B000VOJ9BG", "price": "$129.99", "options": [{"Scent": "CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM"}, {"Size": "3.4 Fl Oz (Pack of 1)"}]},
{"title": "ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)", "asin": "B0D3F42G5D", "options": [{"Item Weight": "3.4 Ounces"}]},
{"title": "life2O DoubleCheck \u2713\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More", "asin": "B0BRQG9C7Z", "price": "$15.95", "options": []},
{"title": "Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils", "asin": "B0CRC94B2L", "options": [{"Scent": "Le'Santal (33)"}]},
{"title": "Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge", "asin": "B0CJ9GNP73", "options": []},
{"title": "MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)", "asin": "B0CKR5RR2Z", "options": []},
{"title": "Cottonelle Fresh Feel Flushable Wet Wipes, Adult Wet Wipes, 8 Flip-Top Packs, 42 Wipes Per Pack (336 Total Wipes), Packaging May Vary", "asin": "B07ND3WR64", "options": [{"Scent": "Unscented"}, {"Size": "42 Wipes (Pack of 8)"}]},
{"asin": "B07ND3WR64", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T02:38:26.982Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T02:38:26.982Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T02:38:26.982Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"index": 115,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Tea Tree Oil Foot Soak with Epsom Salt - For Toenail Repair, Athletes Foot, Softens Calluses, Soothes Sore & Tired Feet, Nail Discoloration, odor Scent, Spa Pedicure Care - Made in USA 16 oz\", \"asin\": \"B0829DGWD5\", \"price\": \"$15.97\", \"quantity\": \"\"},\n{\"title\": \"Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery\", \"asin\": \"B0BNCSW964\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Recycable Shoe Covers Disposable - Black Shoe Covers for Indoors,50Pcs Booties for Shoe cover,Fits Up To 11 US Men and 13 US Women Size,Recyclable Non-Woven Fabric\", \"asin\": \"B0CB8K9KJ3\", \"price\": \"$9.77\", \"quantity\": \"\"},\n{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Unboxme Gifts Warm & Cozy Ultra-Luxe Cloud Sock for Women & Men - Super Soft Luxurious Fabric Sleep Socks\", \"asin\": \"B09319MZJN\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Lid (CG01000-299001)\", \"asin\": \"B084DWG77B\", \"price\": \"$26.80\", \"quantity\": \"\"},\n{\"title\": \"Dove Body Wash with Pump Sensitive Skin For 24hr Lotion-Soft Skin Moisturizing Skin Cleanser Gentle Hypoallergenic Formula with No Sulfates No Parabens 30.6 oz\", \"asin\": \"B00SK71SAG\", \"price\": \"$9.74\", \"quantity\": \"\"},\n{\"title\": \"RENPHO Body Measuring Tape, Smart Tape Measure for Weight Loss, Bluetooth Fitness Equipment with App, Measuring Waist, Hip, Bust, Arms, Muscle Gain, Retractable, 60in /150cm, White\", \"asin\": \"B082W886W9\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Meebook E-Reader M6 | 6' Eink Carta Screen 300PPI | Adjustable Smart Light | Android 11 | Ouad Core Processor | Audio Books|Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Purple\", \"asin\": \"B0BX9LG11R\", \"price\": \"$159.00\", \"quantity\": \"\"},\n{\"title\": \"HP Stream 14inch HD Display,Intel(R) Celeron(R) N4120 Processor, 32GB DDR4 Memory, 128GB Storage (64GB eMMC+64GB Card),WiFi, Webcam, Bluetooth, 1-Year Microsoft 365, Win11, Rose Gold, W/GaLiMu\", \"asin\": \"B0C676RJNV\", \"price\": \"$299.95\", \"quantity\": \"\"},\n{\"title\": \"Meebook Colour E-Reader M6C | 6\\u201d Color E Ink Kaleido\\u2122 3 Display | Smart Light | Android 11 | Ouad Core | Audio Books | Google Play Store | 3GB 32GB Storage | Micro-SD Slot | White\", \"asin\": \"B0D6YL9X35\", \"price\": \"$189.00\", \"quantity\": \"\"},\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\", \"quantity\": \"\"},\n{\"title\": \"PocketBook Verse Pro Color | Super Thin and Compact 6\\\" e-Reader | Color Screen E Ink Kaleido\\u2122 3 \\u2013 Eye-Safe and Glare-Free | Text-to-Speech & Bluetooth | Audiobooks | SMARTlight | IPX8 Waterproof\", \"asin\": \"B0D9QTSVXC\", \"price\": \"$13500\", \"quantity\": \"\"},\n{\"title\": \"PocketBook Basic Lux 4 E-Book Reader | 6\\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot\", \"asin\": \"B0CCNYKY6V\", \"price\": \"$119.00\", \"quantity\": \"\"}],\n\"active_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\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Mugwort ginger\"}]},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Printed Keycaps\"}, {\"Color\": \"White\"}]},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Medium\"}, {\"Color\": \"Deep Color\"}]},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Midnight Gray\"}]},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Orange Trio\"}, {\"Size\": \"3 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"1.7 Fl Oz / 50 ml\"}]},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 1)\"}]},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"4.2 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"delivery\": \"$15 delivery Apr 16 - 17 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15.5\\\" Neck 32\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"100ml\"}, {\"Color\": \"Lavender\"}]},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 12 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"33.8 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"delivery\": \"$79.99 delivery Fri, Apr 18\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"title\": \"FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red\", \"asin\": \"B0BBV6FBYH\", \"options\": [{\"Color\": \"Cherry MX Silent Red\"}]},\n{\"title\": \"Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black\", \"asin\": \"B09XS7JWHH\", \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"One Size\"}, {\"Style\": \"Headphones\"}]},\n{\"title\": \"No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce\", \"asin\": \"B000VOJ9BG\", \"price\": \"$129.99\", \"options\": [{\"Scent\": \"CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM\"}, {\"Size\": \"3.4 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)\", \"asin\": \"B0D3F42G5D\", \"options\": [{\"Item Weight\": \"3.4 Ounces\"}]},\n{\"title\": \"life2O DoubleCheck \\u2713\\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More\", \"asin\": \"B0BRQG9C7Z\", \"price\": \"$15.95\", \"options\": []},\n{\"title\": \"Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils\", \"asin\": \"B0CRC94B2L\", \"options\": [{\"Scent\": \"Le'Santal (33)\"}]},\n{\"title\": \"Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge\", \"asin\": \"B0CJ9GNP73\", \"options\": []},\n{\"title\": \"MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)\", \"asin\": \"B0CKR5RR2Z\", \"options\": []},\n{\"title\": \"Cottonelle Fresh Feel Flushable Wet Wipes, Adult Wet Wipes, 8 Flip-Top Packs, 42 Wipes Per Pack (336 Total Wipes), Packaging May Vary\", \"asin\": \"B07ND3WR64\", \"options\": [{\"Scent\": \"Unscented\"}, {\"Size\": \"42 Wipes (Pack of 8)\"}]},\n{\"asin\": \"B07ND3WR64\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T02:38:26.982Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"2025-04-11T04:02:36.778Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T04:02:36.778Z
|
click
|
nav_bar
|
rule
|
train
| 116 |
2025-04-11T04:02:36.778Z
|
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": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"}
{"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"}
{"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}
{"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"}
{"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"}
{"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"}
{"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"}
{"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"}
{"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"}
{"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"}
{"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"}
{"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"}
{"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"}
{"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"}
{"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"}
{"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"}
{"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"}
{"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"}
{"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"}
{"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"}
{"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"}
{"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"}
{"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"}
{"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"}
{"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"}
{"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"}
{"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"}
{"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "2025-04-11T04:02:36.778Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T04:02:36.778Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T04:02:36.778Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 116,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"2025-04-11T04:02:36.778Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|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\": \"2025-04-11T18:27:37.252Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T18:27:37.252Z
|
input
|
吊坠 福字
|
rule
|
train
| 117 |
2025-04-11T18:27:37.252Z
|
input
|
吊坠 福字
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"}
{"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}
{"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"}
{"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"}
{"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"}
{"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"}
{"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"}
{"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"}
{"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"}
{"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"}
{"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"}
{"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"}
{"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"}
{"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"}
{"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"}
{"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"}
{"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"}
{"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"}
{"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"}
{"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"}
{"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"}
{"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"}
{"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"}
{"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"}
{"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"}
{"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"}
{"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
<|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": "2025-04-11T18:27:37.252Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T18:27:37.252Z\",\"action\": \"input\",\"acion_argument\": \"吊坠 福字\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T18:27:37.252Z\",\"action\": \"input\",\"acion_argument\": \"吊坠 福字\",}</answer>",
"index": 117,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|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\": \"2025-04-11T18:27:37.252Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u540a\\u5760 \\u798f\\u5b57\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T18:27:39.162Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T18:27:39.162Z
|
click
|
search
|
rule
|
train
| 118 |
2025-04-11T18:27:39.162Z
|
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": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"}
{"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}
{"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"}
{"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"}
{"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"}
{"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"}
{"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"}
{"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"}
{"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"}
{"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"}
{"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"}
{"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"}
{"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"}
{"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"}
{"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"}
{"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"}
{"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"}
{"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"}
{"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"}
{"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"}
{"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"}
{"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"}
{"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"}
{"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"}
{"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"}
{"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"}
{"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"}
{"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"}
{"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"}
{"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"}
{"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "\u540a\u5760 \u798f\u5b57"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T18:27:39.162Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T18:27:39.162Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T18:27:39.162Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 118,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u540a\\u5760 \\u798f\\u5b57\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T18:27:39.162Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\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\": \"2025-04-13T04:31:57.925Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-13T04:31:57.925Z
|
input
|
地毯
|
rule
|
train
| 119 |
2025-04-13T04:31:57.925Z
|
input
|
地毯
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"}
{"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"}
{"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"}
{"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"}
{"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"}
{"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"}
{"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"}
{"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"}
{"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"}
{"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
<|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": "2025-04-13T04:31:57.925Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-13T04:31:57.925Z\",\"action\": \"input\",\"acion_argument\": \"地毯\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-13T04:31:57.925Z\",\"action\": \"input\",\"acion_argument\": \"地毯\",}</answer>",
"index": 119,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\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\": \"2025-04-13T04:31:57.925Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u5730\\u6bef\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T04:31:58.282Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-13T04:31:58.282Z
|
click
|
search
|
rule
|
train
| 120 |
2025-04-13T04:31:58.282Z
|
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": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"}
{"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"}
{"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"}
{"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"}
{"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"}
{"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"}
{"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"}
{"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"}
{"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"}
{"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "\u5730\u6bef"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T04:31:58.282Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-13T04:31:58.282Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-13T04:31:58.282Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 120,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u5730\\u6bef\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T04:31:58.282Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"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\": \"2025-04-13T04:32:06.190Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-13T04:32:06.190Z
|
input
|
地毯
|
rule
|
train
| 121 |
2025-04-13T04:32:06.190Z
|
input
|
地毯
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"}
{"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"}
{"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"}
{"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"}
{"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"}
{"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"}
{"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"}
{"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"}
{"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"}
{"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "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": "2025-04-13T04:32:06.190Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-13T04:32:06.190Z\",\"action\": \"input\",\"acion_argument\": \"地毯\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-13T04:32:06.190Z\",\"action\": \"input\",\"acion_argument\": \"地毯\",}</answer>",
"index": 121,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"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\": \"2025-04-13T04:32:06.190Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u5730\\u6bef\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.61\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$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\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Livabliss Hapsburg Moroccan Shag Area Rug, 5'3\\\" x 7'3\\\", Beige\", \"asin\": \"B07Q13HHK7\", \"price\": \"$170.04\", \"quantity\": \"\"},\n{\"title\": \"HOMFINE Washable Modern Area Rug - Geometric Style 5x7 Rugs for Living Room, Bedroom, Machine Washable Rug Soft Non Slip Non Shedding Area Rug - Grey Brown, 5'x7'\", \"asin\": \"B0CG9ZBSST\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Lahome Moroccan Trellis Front Door Mat Indoor Entrance, 2x3 Rugs for Entryway Non-Slip Washable Indoor Door Mat, Oriental Accent Small Rug for Kitchen Bedroom Bathroom, Blue\", \"asin\": \"B0BM3DN84G\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Well Woven Barclay Collection Medallion Kashan Red 5x7 Area Rug - for Living Room, Bedroom, and Dining Room\", \"asin\": \"B01BJHAHBE\", \"price\": \"$94.00\", \"quantity\": \"\"},\n{\"title\": \"Washable Area Rugs - Perfect for Living Room, Bedroom, Kids Room, Nursery - Stain & Water Resistant Non-Slip, Pet & Child Friendly, Vintage Tribal Area Rugs (Turmeric and Grey, 6' x 9')\", \"asin\": \"B0CGR2LGQV\", \"price\": \"$63.99\", \"quantity\": \"\"},\n{\"title\": \"Grey Fluffy Rug Runners for Hallways Rabbit Fur Rugs for Living Room Washable Carpet Faux Sheepskin Rug Teen Room Nursery Decor Rectangle 2x6 Area Rug\", \"asin\": \"B0BTDG2KWR\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Washable Area Rugs - Perfect for Living Room, Bedroom, Kids Room, Nursery - Stain & Water Resistant Non-Slip, Pet & Child Friendly, Vintage Tribal Area Rugs (Green, 3' x 5 ')\", \"asin\": \"B0CGR36YRV\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"OLANLY Bathroom Rugs Mat 30x20, Extra Soft Absorbent Microfiber Bath Rugs, Rubber Backing, Quick Dry, Machine Washable Bath Mats for Bathroom Floor, Tub, Shower and Home Decor Accessories, Grey\", \"asin\": \"B0CBP8CL71\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"Vintage 8' x 10' Washable Area Rug - Stylish Indoor Rug for Living, Dining or Bedroom - Lightweight Carpet with Non-Slip Backing - Foldable for Easy Placement and Maintenance - Grey\", \"asin\": \"B0CLNRNVQ5\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"DweIke Fluffy Modern Area Rugs for Living Room Bedroom, 3x5 ft Plush High Pile Green Rug for Kids Girls Room Nursery Home Decor, Upgrade Non-Slip Girls Bedroom Soft Indoor Rug, Sage Green\", \"asin\": \"B0CQCGS7RB\", \"price\": \"$21.59\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Latepis Faux Fur Sheepskin Rug for Living Room, 4x6 Fluffy Washable Rug for Bedroom, Playroom, Luxury Room Decor, White, Rectangle.\\\" Limited time Deal. Price was $75.99. Current price is $52.23 after 31% off. Eligible for Prime.\", \"asin\": \"B09LYH4951\"},\n{\"title\": \"Go to detail page for \\\"Latepis 9x12 Area Rug for Bedroom White Fluffy Washable Faux Fur Rug for Living Room Fuzzy Shaggy Rectangle Rug for Office Entertainment Room Home D\\u00e9cor.\\\" Limited time Deal. Price was $309.99. Current price is $263.49 after 15% off. Eligible for Prime.\", \"asin\": \"B0B2DTGKYB\"},\n{\"title\": \"Go to detail page for \\\"Latepis White Round Rugs 6ft Faux Fur Sheepskin Circle Rug for Living Room Fluffy Washable Rug for Bedroom Teen Room Dorm Cute Room D\\u00e9cor.\\\" Limited time Deal. Price was $85.99. Current price is $72.99 after 15% off. Eligible for Prime.\", \"asin\": \"B09LYKM1RR\"}],\n\"search_results\": [{\"title\": \"BALEINE Non Slip Rug Pad Rug Gripper for Hardwood Floors, Extra Thick Non Slip Mat Under Carpet (3'x5')\", \"asin\": \"B0C61M7XHY\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Gorilla Grip Kids Memory Foam Bath Rugs, Soft Absorbent Velvet Bathroom Mats, Durable Dots on Underside, Machine Washable Bathmat, Carpet Rug Room Decor for Shower Floor, 24x17 Mat, Graphite Gray\", \"asin\": \"B07Q2HCJX4\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Light Gray Faux Fuzzy Fur Washable Rugs for Bedroom Shaggy Area Rugs for Living Room Grey 2x3 Nursery Rug Home Room D\\u00e9cor\", \"asin\": \"B0BTDHHCGG\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Rabenda 12 Pcs Rug Tape, Non Slip Rug Pads Grippers for Hardwood Floors and Tiles, Reusable Carpet Tape for Area Rugs, Double-Sided Adhesive Rug Stickers Keep Corners Flat (Black)\", \"asin\": \"B092VC7VK2\", \"price\": \"$9.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Gorilla Grip 100% Waterproof All-Season WeatherMax Doormat, Durable Natural Rubber, Stain and Fade Resistant, Low Profile, Indoor Outdoor Door Mats, Easy Clean Patio Entrance Mat, 17x29, Gray Diamond\", \"asin\": \"B072K1G53F\", \"price\": \"$20.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Area Rug 4x6 Washable Rug Gray Vintage Traditional Floor Cover Foldable Thin Retro Accent Indoor Distressed Non Slip Carpet Floral Print Mat Bedroom Living Room Bathroom\", \"asin\": \"B0CNB93BLH\", \"price\": \"$33.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"OLANLY Bathroom Rugs Mat 24x16, Extra Soft Absorbent Microfiber Bath Rugs, Rubber Backing, Quick Dry, Machine Washable Bath Mats for Bathroom Floor, Tub, Shower and Home Decor Accessories, Grey\", \"asin\": \"B08XZ2KQZR\", \"price\": \"$9.09\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Zentavio Area Rugs for Living Room Grey Rugs for Bedroom 4x6 Carpet Fluffy Fuzzy Soft Shag Aesthetic Plush High Pile Gray Throw Rug for Nursery Kids Room Dorm\", \"asin\": \"B0D5L39SJQ\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Large Shag Area Rugs 6 x 9, Tie-Dyed Plush Fuzzy Rugs for Living Room, Ultra Soft Fluffy Furry Rugs for Bedroom, Indoor Carpet Nursery Rugs for Kids Room Home Decor, Light Grey\", \"asin\": \"B0CJ9DSPMB\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Large Living Room Area Rug 5x7: Soft Machine Washable Boho Moroccan Farmhouse Rugs for Bedroom Under Dining Table - Non-Slip Neutral Morden Indoor Floor Carpet for Home Office - Brown/Cream\", \"asin\": \"B0CL6HKLLJ\", \"price\": \"$34.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Nourison Essentials 4' x 6' Ivory Beige Fabric Outdoor Area Rug (4' x 6')\", \"asin\": \"B08KJHM3X7\", \"price\": \"$33.56\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Veken Rug Gripper Pad for Hardwood Floors, Non Slip Rug Pads for Area Rugs, Thick Rug Grippers for Tile Floors, Under Carpet Anti Skid Mat, Keep Your Rugs Safe and in Place, 2x3 Ft\", \"asin\": \"B07ZSWRKZY\", \"price\": \"$6.64\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"HOMFINE Washable Modern Area Rug - Geometric Style 5x7 Rugs for Living Room, Bedroom, Machine Washable Rug Soft Non Slip Non Shedding Area Rug - Grey Brown, 5'x7'\", \"asin\": \"B0CG9ZBSST\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"Machine Washable Rugs 3x5 Boho Small Area Rug for Bedroom,TPR 3'x5' Non Slip Rugs for Under Table Carpet for Laundry Kids Dining Room 3x5 Grey\", \"asin\": \"B0DTFXZZ93\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 4 left in stock - order soon.\"},\n{\"title\": \"Washable Area Rugs - Perfect for Living Room, Bedroom, Kids Room, Nursery - Stain & Water Resistant Non-Slip, Pet & Child Friendly, Vintage Tribal Area Rugs (Green, 3' x 5 ')\", \"asin\": \"B0CGR36YRV\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"OLANLY Area Rugs for Living Room Bedroom, Machine Washable 4x5.9 Feet Soft Fluffy Shaggy Bedside Rug, Indoor Floor Carpet for Kids Girls and Boys, Dorms, Nursery Rooms, Home Decor Aesthetic, Grey\", \"asin\": \"B0D9GFYJBV\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"5x7 Area Rugs for Living Room Machine Washable Rug Distressed Indoor Carpet Neutral Moroccan Boho Rug Ultra Soft Area Rug for Bedroom Dining Room Playroom Office, Grey\", \"asin\": \"B0C3D2T4DP\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Ultra Soft Rug for Living Room, 5X8 Fluffy Shag Area Rug for Bedroom, Modern Shaggy Carpets Fuzzy Rug for Teens Dorm Nursery Home Decor Aesthetic, Upgrade Anti-Skid Durable, Grey\", \"asin\": \"B0CHML98RQ\", \"price\": \"$25.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Area Rug for Living Room Bedroom, 4X6 Feet Soft Shaggy Rug, Plush Fluffy Rugs, Modern Moroccan Geometric Carpets, Anti-Skid Durable Carpet for Kids Dorm Nursery, Home Decor Aesthetic, White and Beige\", \"asin\": \"B0DH25HCKF\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Sierra Concepts Front Door Mat Welcome Floor Mats - Entryway Indoor Outdoor Entrance Doormat, Patio, Porch, Muddy Shoe, Inside Outside Low Profile, 30x17 inches, 2-Pack Gray\", \"asin\": \"B07Y2DXXPR\", \"price\": \"$19.88\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"OLANLY Bathroom Rugs 30x20, Extra Soft Absorbent Chenille Bath Rugs, Rubber Backing Quick Dry, Machine Washable Bath Mats for Bathroom Floor, Tub and Shower, Home Decor Accessories, Grey\", \"asin\": \"B0CFGYFCYL\", \"price\": \"$9.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"MontVoo -Bath Mat-Rubber Backing Non SlipThin Bathroom Rugs Fit Under Door- Quick Dry Absorbent Faux Suede Surface Grey Bathroom Floor Mats-Shower Rug for in Front of Bathtub Shower Gray 16x24\", \"asin\": \"B09CTQF92M\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"OLANLY Bathroom Rugs Mat 30x20, Extra Soft Absorbent Microfiber Bath Rugs, Rubber Backing, Quick Dry, Machine Washable Bath Mats for Bathroom Floor, Tub, Shower and Home Decor Accessories, Grey\", \"asin\": \"B0CBP8CL71\", \"price\": \"$8.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"SAFAVIEH Vision Collection Accent Rug - 4' x 6', Aqua, Modern Ombre Tonal Chic Design, Non-Shedding & Easy Care, Ideal for High Traffic Areas in Entryway, Living Room, Bedroom (VSN606B)\", \"asin\": \"B018B3F55C\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"Andecor Soft Fluffy Bedroom Rugs, 4 x 6 Feet Indoor Shaggy Plush Area Rug for Boys Girls Kids Baby College Dorm Living Room Home Decor Floor Carpet, Grey\", \"asin\": \"B07PLCSM5J\", \"price\": \"$9.54\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"LOCHAS Ultra Soft Indoor Modern Area Rugs Fluffy Living Room Carpets for Children Bedroom Home Decor Nursery Rug 4x5.3 Feet, Gray\", \"asin\": \"B06XCF7QFR\", \"price\": \"$12.10\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"HOMFINE Washable Modern Area Rug - Geometric Style 5x7 Rugs for Living Room, Bedroom, Machine Washable Rug Soft Non Slip Non Shedding Area Rug - Grey, 5'x7'\", \"asin\": \"B0CGB1DQ97\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Arotive Luxury Chenille Bathroom Rug Mat, Extra Soft Thick Absorbent Shaggy Bath Rugs, Non-Slip Machine Wash Dry Plush Bath Mats for Bathroom, Shower, and Tub (24\\\"x16\\\", Light Grey)\", \"asin\": \"B092Z9NK2S\", \"price\": \"$8.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"DweIke Fluffy Area Rug for Living Room Bedroom, 3x5 Sage Green Carpet for Rooms, Soft Shaggy Plush Rugs for Kids Girls Boys, Fuzzy Shag Indoor Floor Carpets for Home Dorm Decor Aesthetic\", \"asin\": \"B08Z84XJBM\", \"price\": \"$22.79\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Merelax Modern Soft Fluffy Large Shaggy Rug for Bedroom Livingroom Dorm Kids Room Indoor Home Decorative, Non-Slip Plush Furry Fur Area Rugs Comfy Nursery Accent Floor Carpet 4'x6' Ivory\", \"asin\": \"B08DXNHNV1\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Ophanie Upgrade 4x6 Rugs for Bedroom, Grey, Fluffy Shaggy Soft Area Rug, Gray Non-Slip Indoor Floor Carpet for Living Room, Kids Baby Boys Teen Dorm Home Decor Aesthetic, Nursery, Rug\", \"asin\": \"B085XT1FS3\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ophanie 6x9 Area Rugs for Living Room, Large Big Grey Fluffy Shag Fuzzy Plush Soft Carpets, Floor Shaggy Rug for Bedroom, Gray Carpet for Kids Boys Girls Dorm Nursery Home Decor Aesthetic\", \"asin\": \"B0DG298VQ7\", \"price\": \"$43.98\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"5x7 Washable Rugs Grey Blue Hallway Area Rug Indoor Accent Rug Abstract Non Slip Low Pile Carpet Distressed Throw Aesthetic Rug for Bedroom Living Room Office Dining Room Kitchen Laundry Room\", \"asin\": \"B0CS9BN7TV\", \"price\": \"$41.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"vivorug Washable Rug, Ultra Soft Area Rug 8x10, Non Slip Abstract Rug Foldable, Stain Resistant Rugs for Living Room Bedroom, Modern Fuzzy Rug (Gray/Rust, 8'x10')\", \"asin\": \"B0BJ63P1H8\", \"price\": \"$139.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"TABAYON Shaggy Tie Dyed Light Grey Rug, 2x3 Area Rugs for Living Room, Anti-Skid Extra Comfy Fluffy Floor Carpet for Indoor Home Decorative\", \"asin\": \"B09MVZ7VCN\", \"price\": \"$9.98\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 20 left in stock - order soon.\"},\n{\"title\": \"Chicrug Soft Runner Rugs for Bedroom Living Room Plush Fluffy Rug 2x6 Feet, Shag Furry Area Rug Carpet Non Shedding for Nursery Children Kids Girls Room Home Decorative, Grey\", \"asin\": \"B097479QQY\", \"price\": \"$21.84\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Litanika 4x6 Shag Area Rug for Living Room Bedroom, Tie-Dyed Beige High Pile Soft Plush Shaggy Furry Cream Bedside Playroom Dorm Carpet, Non-Slip, Non-Shedding Modern Indoor Floor Rug\", \"asin\": \"B0CJVBMVS8\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Amdrebio Pink Round Rug 4Ft for Girls Bedroom, Fluffy Circle Area Rugs for Kids Room Decor Aesthetic, Shag Fuzzy Carpet for Living Room, Nursery, Dorm, Classroom, Teen, Cute Baby Play Mat, Washable\", \"asin\": \"B085C9LRJB\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Rugshop Modern Wavy Circles Design Area Rug 5'3\\\" x 7'3\\\" Gray\", \"asin\": \"B07D3YHT2B\", \"price\": \"$65.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Shag Area Rug 5x7 Feet Extra Soft Rugs for Living Room, High Pile Indoor Carpet for Bedroom, Playroom, Nursery, Home Decor, Geometric, Dark Grey/White\", \"asin\": \"B0CWZW3BSP\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Area Rug Living Room Rugs - 5x7 Abstract Large Soft Indoor Washable Rug Neutral Modern Low Pile Carpet for Bedroom Dining Room Farmhouse Home Office - Beige Blue\", \"asin\": \"B0C4331NLJ\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"nuLOOM Gloria Abstract Shag Accent Rug, 3x5, Beige\", \"asin\": \"B0BL29V7NJ\", \"price\": \"$43.99\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members Only 8 left in stock - order soon.\"},\n{\"title\": \"Hutha 4x6 Large Area Rugs for Living Room, Super Soft Fluffy Modern Bedroom Rug, Tie-Dyed Light Grey Indoor Shag Fuzzy Carpets for Girls Kids Nursery Room Home Decor\", \"asin\": \"B0BLHJZSX8\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"5x7 Washable Area Rug Grey Abstract Modern Living Room Bedroom Throw Rug Non Slip Soft Thin Simple Indoor Floor Carpet for Office Entryway Kitchen Nursery Home Decor\", \"asin\": \"B0CRYBGXBT\", \"price\": \"$44.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"PURRUGS Dirt Trapper Door Mat 20\\\" x 31.5\\\", Non-Slip Machine Washable Entry Rug, Shoe Scraper, Dog Doormat, Super Absorbent Welcome Mat for Front & Back Door, Muddy Shoes & Paws, Bluish Grey-Black\", \"asin\": \"B09QC7GNLG\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Tepook Area Rugs 8x10 for Living Room, Super Soft Fluffy Rugs for Bedroom, Modern Shaggy Rug Fuzzy Carpets for Kids, Plush Indoor Nursery Home Decor Rug with Non-Slip Bottom, Black\", \"asin\": \"B0CJBZC48X\", \"price\": \"$99.98\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"TWINNIS Super Soft Shaggy Rugs Fluffy Carpets, 4x5.9 Feet, Indoor Modern Plush Area Rugs for Living Room Bedroom Kids Room Nursery Home Decor, Upgrade Anti-Skid Rectangular Fuzzy Rug, Black\", \"asin\": \"B08TRF4SMP\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Area Rug Living Room Rugs - 5x7 Washable Large Soft Neutral Boho Moroccan Bohemian Farmhouse Rug Indoor Floor Carpet for Bedroom Under Dining Table Home Office Decor - Cream Brown\", \"asin\": \"B0BLS4BR95\", \"price\": \"$55.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Andency 4x6 Shag Area Rug for Living Room, Tie-Dyed Dark Grey Soft Fuzzy Plush Indoor Carpets for Bedroom, Non Skid Fluffy Faux Fur Rug for Room\", \"asin\": \"B0C7FXNPTG\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Lahome Boho Living Room 3x5 Washable Rugs for Entryway Lightweight Woven Grey Mat with Tassels, Farmhouse Bathroom Rug Non Shedding Area Carpet for Bedroom Office Camper RV Decor\", \"asin\": \"B0BPCQ4GCG\", \"price\": \"$34.84\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Area Rug Living Room Rugs: 5x7 Large Soft Indoor Carpet Modern Abstract Rug with Non Slip Rubber Backing for Under Dining Table Nursery Home Office Bedroom White Gray Blue\", \"asin\": \"B0BZKNTWBY\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"DweIke 4x6 Area Rug for Living Room, Machine Washable Rug Carpet for Rooms Decor, Low Pile Bordered Rugs with Rubber-Backed, Non-Slip Throw Carpets for Bedroom Apartment Dining Room, Grey\", \"asin\": \"B0DPGLJJ1P\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Black Rugs for Living Room Fluffy 4x6 ft Bedroom Rug Non-Slip Area Rugs Shag Carpet for Nursery Kids PlayRoom Dorm Office Indoor 1.7'' Thick Modern Plush Carpets Boys\", \"asin\": \"B0DHRCV8WM\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Area Rug Living Room Carpet: 5x7 Large Moroccan Soft Fluffy Geometric Washable Bedroom Rugs Dining Room Home Office Nursery Low Pile Decor Under Kitchen Table Light Brown/Ivory\", \"asin\": \"B0BL769CSF\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Area Rug 5x7 Washable Rug Boho Soft Abstract Pattern Non-Slip Non-Shedding Faux Wool Vintage Rug for Living Room, Bedroom Rug, Farmhouse, Dining Room, Indoor, Kids Playroom, Blue\", \"asin\": \"B0C9JC317D\", \"price\": \"$50.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Noahas Fluffy Area Rugs for Living Room,4x5.3 Feet Black Rugs for Bedroom,Thick Shag Throw Floor Carpet,Soft Shaggy Bedside Non-Slip Plush Dorm Nursery Kids Rug Home Decor Aesthetic\", \"asin\": \"B09TDC6XJL\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Keeko 4x6 Grey Area Rugs for Bedroom, Soft Modern Living Room Rug Indoor Non Slip Low Pile Washable Rug Fluffy Fuzzy Memory Foam Carpets Throw Rugs for Kids Nursery Classroom Dorm Room Decor\", \"asin\": \"B0D2DJ6VC6\", \"price\": \"$26.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Lahome Moroccan Blue Rug - 3x5 Non-Slip Washable Soft Rug for Bedroom Floor Throw Low-Profile Carpets for Living Room, Geometric Print Distressed Indoor Modern Rug for Entryway Dining Room Bahtroom\", \"asin\": \"B0CGRHGDQ2\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"nuLOOM 5x8 Thigpen Contemporary Area Rug, Grey, Abstract Lines, Non-Slip Backing, Stain Resistant, For Bedroom, Dining Room, Living Room, Hallway, Office, Kitchen, Entryway\", \"asin\": \"B013EZ693Y\"},\n{\"title\": \"Area Rug Living Room Rugs 5x7 - Large Soft Boho Geometric Rugs, Non-Slip Foldable Washable Area Rug Non Shedding Morden Indoor Floor Carpet for Living Bedroom Office Dining Room (Beige,5' x 7')\", \"asin\": \"B0CRVFZPDH\", \"price\": \"$45.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"4x6 Light Grey Fluffy Shag Area Rug for Bedroom, Ultra Soft Fuzzy Plush Washable Carpet for Living Room, Modern Cozy Non Skid Furry Shaggy Rug for Kids Baby Boys Nursery Dorm,Tie-Dye Gray\", \"asin\": \"B0C6GBW462\", \"price\": \"$13.19\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Vintage 3' x 5 ' Washable Area Rug - Stylish Indoor Rug for Living, Dining or Bedroom - Lightweight Carpet with Non-Slip Backing - Foldable for Easy Placement and Maintenance - Grey\", \"asin\": \"B0CLNRN1Q8\", \"price\": \"$23.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Fluffy Shag Area Rug, 4x6 Grey Rugs for Bedroom, Soft Plush Area Rugs for Living Room, Non-Slip Indoor Carpet for Nursery, Study Room, Dressing Room, Home Decor\", \"asin\": \"B0CP948N4Q\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T04:32:06.283Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-13T04:32:06.283Z
|
click
|
suggested_term
|
rule
|
train
| 122 |
2025-04-13T04:32:06.283Z
|
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": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"}
{"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"}
{"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"}
{"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"}
{"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"}
{"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"}
{"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"}
{"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"}
{"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"}
{"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
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{"title": "Rabenda 12 Pcs Rug Tape, Non Slip Rug Pads Grippers for Hardwood Floors and Tiles, Reusable Carpet Tape for Area Rugs, Double-Sided Adhesive Rug Stickers Keep Corners Flat (Black)", "asin": "B092VC7VK2", "price": "$9.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
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{"title": "Area Rug 4x6 Washable Rug Gray Vintage Traditional Floor Cover Foldable Thin Retro Accent Indoor Distressed Non Slip Carpet Floral Print Mat Bedroom Living Room Bathroom", "asin": "B0CNB93BLH", "price": "$33.90", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "OLANLY Bathroom Rugs Mat 24x16, Extra Soft Absorbent Microfiber Bath Rugs, Rubber Backing, Quick Dry, Machine Washable Bath Mats for Bathroom Floor, Tub, Shower and Home Decor Accessories, Grey", "asin": "B08XZ2KQZR", "price": "$9.09", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
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{"title": "Nourison Essentials 4' x 6' Ivory Beige Fabric Outdoor Area Rug (4' x 6')", "asin": "B08KJHM3X7", "price": "$33.56", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Veken Rug Gripper Pad for Hardwood Floors, Non Slip Rug Pads for Area Rugs, Thick Rug Grippers for Tile Floors, Under Carpet Anti Skid Mat, Keep Your Rugs Safe and in Place, 2x3 Ft", "asin": "B07ZSWRKZY", "price": "$6.64", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "HOMFINE Washable Modern Area Rug - Geometric Style 5x7 Rugs for Living Room, Bedroom, Machine Washable Rug Soft Non Slip Non Shedding Area Rug - Grey Brown, 5'x7'", "asin": "B0CG9ZBSST", "price": "$59.99", "delivery": "FREE delivery Sat, Apr 19 for Prime members"},
{"title": "Machine Washable Rugs 3x5 Boho Small Area Rug for Bedroom,TPR 3'x5' Non Slip Rugs for Under Table Carpet for Laundry Kids Dining Room 3x5 Grey", "asin": "B0DTFXZZ93", "price": "$28.99", "delivery": "FREE delivery Tue, Apr 15 Only 4 left in stock - order soon."},
{"title": "Washable Area Rugs - Perfect for Living Room, Bedroom, Kids Room, Nursery - Stain & Water Resistant Non-Slip, Pet & Child Friendly, Vintage Tribal Area Rugs (Green, 3' x 5 ')", "asin": "B0CGR36YRV", "price": "$23.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "OLANLY Area Rugs for Living Room Bedroom, Machine Washable 4x5.9 Feet Soft Fluffy Shaggy Bedside Rug, Indoor Floor Carpet for Kids Girls and Boys, Dorms, Nursery Rooms, Home Decor Aesthetic, Grey", "asin": "B0D9GFYJBV", "price": "$14.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "5x7 Area Rugs for Living Room Machine Washable Rug Distressed Indoor Carpet Neutral Moroccan Boho Rug Ultra Soft Area Rug for Bedroom Dining Room Playroom Office, Grey", "asin": "B0C3D2T4DP", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Ultra Soft Rug for Living Room, 5X8 Fluffy Shag Area Rug for Bedroom, Modern Shaggy Carpets Fuzzy Rug for Teens Dorm Nursery Home Decor Aesthetic, Upgrade Anti-Skid Durable, Grey", "asin": "B0CHML98RQ", "price": "$25.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Area Rug for Living Room Bedroom, 4X6 Feet Soft Shaggy Rug, Plush Fluffy Rugs, Modern Moroccan Geometric Carpets, Anti-Skid Durable Carpet for Kids Dorm Nursery, Home Decor Aesthetic, White and Beige", "asin": "B0DH25HCKF", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Sierra Concepts Front Door Mat Welcome Floor Mats - Entryway Indoor Outdoor Entrance Doormat, Patio, Porch, Muddy Shoe, Inside Outside Low Profile, 30x17 inches, 2-Pack Gray", "asin": "B07Y2DXXPR", "price": "$19.88", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "OLANLY Bathroom Rugs 30x20, Extra Soft Absorbent Chenille Bath Rugs, Rubber Backing Quick Dry, Machine Washable Bath Mats for Bathroom Floor, Tub and Shower, Home Decor Accessories, Grey", "asin": "B0CFGYFCYL", "price": "$9.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "MontVoo -Bath Mat-Rubber Backing Non SlipThin Bathroom Rugs Fit Under Door- Quick Dry Absorbent Faux Suede Surface Grey Bathroom Floor Mats-Shower Rug for in Front of Bathtub Shower Gray 16x24", "asin": "B09CTQF92M", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "OLANLY Bathroom Rugs Mat 30x20, Extra Soft Absorbent Microfiber Bath Rugs, Rubber Backing, Quick Dry, Machine Washable Bath Mats for Bathroom Floor, Tub, Shower and Home Decor Accessories, Grey", "asin": "B0CBP8CL71", "price": "$8.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "SAFAVIEH Vision Collection Accent Rug - 4' x 6', Aqua, Modern Ombre Tonal Chic Design, Non-Shedding & Easy Care, Ideal for High Traffic Areas in Entryway, Living Room, Bedroom (VSN606B)", "asin": "B018B3F55C", "price": "$59.99", "delivery": "FREE delivery Fri, Apr 18 for Prime members"},
{"title": "Andecor Soft Fluffy Bedroom Rugs, 4 x 6 Feet Indoor Shaggy Plush Area Rug for Boys Girls Kids Baby College Dorm Living Room Home Decor Floor Carpet, Grey", "asin": "B07PLCSM5J", "price": "$9.54", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "LOCHAS Ultra Soft Indoor Modern Area Rugs Fluffy Living Room Carpets for Children Bedroom Home Decor Nursery Rug 4x5.3 Feet, Gray", "asin": "B06XCF7QFR", "price": "$12.10", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "HOMFINE Washable Modern Area Rug - Geometric Style 5x7 Rugs for Living Room, Bedroom, Machine Washable Rug Soft Non Slip Non Shedding Area Rug - Grey, 5'x7'", "asin": "B0CGB1DQ97", "price": "$59.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Arotive Luxury Chenille Bathroom Rug Mat, Extra Soft Thick Absorbent Shaggy Bath Rugs, Non-Slip Machine Wash Dry Plush Bath Mats for Bathroom, Shower, and Tub (24\"x16\", Light Grey)", "asin": "B092Z9NK2S", "price": "$8.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "DweIke Fluffy Area Rug for Living Room Bedroom, 3x5 Sage Green Carpet for Rooms, Soft Shaggy Plush Rugs for Kids Girls Boys, Fuzzy Shag Indoor Floor Carpets for Home Dorm Decor Aesthetic", "asin": "B08Z84XJBM", "price": "$22.79", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Merelax Modern Soft Fluffy Large Shaggy Rug for Bedroom Livingroom Dorm Kids Room Indoor Home Decorative, Non-Slip Plush Furry Fur Area Rugs Comfy Nursery Accent Floor Carpet 4'x6' Ivory", "asin": "B08DXNHNV1", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Ophanie Upgrade 4x6 Rugs for Bedroom, Grey, Fluffy Shaggy Soft Area Rug, Gray Non-Slip Indoor Floor Carpet for Living Room, Kids Baby Boys Teen Dorm Home Decor Aesthetic, Nursery, Rug", "asin": "B085XT1FS3", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ophanie 6x9 Area Rugs for Living Room, Large Big Grey Fluffy Shag Fuzzy Plush Soft Carpets, Floor Shaggy Rug for Bedroom, Gray Carpet for Kids Boys Girls Dorm Nursery Home Decor Aesthetic", "asin": "B0DG298VQ7", "price": "$43.98", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "5x7 Washable Rugs Grey Blue Hallway Area Rug Indoor Accent Rug Abstract Non Slip Low Pile Carpet Distressed Throw Aesthetic Rug for Bedroom Living Room Office Dining Room Kitchen Laundry Room", "asin": "B0CS9BN7TV", "price": "$41.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "vivorug Washable Rug, Ultra Soft Area Rug 8x10, Non Slip Abstract Rug Foldable, Stain Resistant Rugs for Living Room Bedroom, Modern Fuzzy Rug (Gray/Rust, 8'x10')", "asin": "B0BJ63P1H8", "price": "$139.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TABAYON Shaggy Tie Dyed Light Grey Rug, 2x3 Area Rugs for Living Room, Anti-Skid Extra Comfy Fluffy Floor Carpet for Indoor Home Decorative", "asin": "B09MVZ7VCN", "price": "$9.98", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 20 left in stock - order soon."},
{"title": "Chicrug Soft Runner Rugs for Bedroom Living Room Plush Fluffy Rug 2x6 Feet, Shag Furry Area Rug Carpet Non Shedding for Nursery Children Kids Girls Room Home Decorative, Grey", "asin": "B097479QQY", "price": "$21.84", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Litanika 4x6 Shag Area Rug for Living Room Bedroom, Tie-Dyed Beige High Pile Soft Plush Shaggy Furry Cream Bedside Playroom Dorm Carpet, Non-Slip, Non-Shedding Modern Indoor Floor Rug", "asin": "B0CJVBMVS8", "price": "$16.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Amdrebio Pink Round Rug 4Ft for Girls Bedroom, Fluffy Circle Area Rugs for Kids Room Decor Aesthetic, Shag Fuzzy Carpet for Living Room, Nursery, Dorm, Classroom, Teen, Cute Baby Play Mat, Washable", "asin": "B085C9LRJB", "price": "$17.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Rugshop Modern Wavy Circles Design Area Rug 5'3\" x 7'3\" Gray", "asin": "B07D3YHT2B", "price": "$65.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Shag Area Rug 5x7 Feet Extra Soft Rugs for Living Room, High Pile Indoor Carpet for Bedroom, Playroom, Nursery, Home Decor, Geometric, Dark Grey/White", "asin": "B0CWZW3BSP", "price": "$24.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Area Rug Living Room Rugs - 5x7 Abstract Large Soft Indoor Washable Rug Neutral Modern Low Pile Carpet for Bedroom Dining Room Farmhouse Home Office - Beige Blue", "asin": "B0C4331NLJ", "price": "$59.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "nuLOOM Gloria Abstract Shag Accent Rug, 3x5, Beige", "asin": "B0BL29V7NJ", "price": "$43.99", "delivery": "FREE delivery Wed, Apr 16 for Prime members Only 8 left in stock - order soon."},
{"title": "Hutha 4x6 Large Area Rugs for Living Room, Super Soft Fluffy Modern Bedroom Rug, Tie-Dyed Light Grey Indoor Shag Fuzzy Carpets for Girls Kids Nursery Room Home Decor", "asin": "B0BLHJZSX8", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "5x7 Washable Area Rug Grey Abstract Modern Living Room Bedroom Throw Rug Non Slip Soft Thin Simple Indoor Floor Carpet for Office Entryway Kitchen Nursery Home Decor", "asin": "B0CRYBGXBT", "price": "$44.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "PURRUGS Dirt Trapper Door Mat 20\" x 31.5\", Non-Slip Machine Washable Entry Rug, Shoe Scraper, Dog Doormat, Super Absorbent Welcome Mat for Front & Back Door, Muddy Shoes & Paws, Bluish Grey-Black", "asin": "B09QC7GNLG", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Tepook Area Rugs 8x10 for Living Room, Super Soft Fluffy Rugs for Bedroom, Modern Shaggy Rug Fuzzy Carpets for Kids, Plush Indoor Nursery Home Decor Rug with Non-Slip Bottom, Black", "asin": "B0CJBZC48X", "price": "$99.98", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TWINNIS Super Soft Shaggy Rugs Fluffy Carpets, 4x5.9 Feet, Indoor Modern Plush Area Rugs for Living Room Bedroom Kids Room Nursery Home Decor, Upgrade Anti-Skid Rectangular Fuzzy Rug, Black", "asin": "B08TRF4SMP", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Area Rug Living Room Rugs - 5x7 Washable Large Soft Neutral Boho Moroccan Bohemian Farmhouse Rug Indoor Floor Carpet for Bedroom Under Dining Table Home Office Decor - Cream Brown", "asin": "B0BLS4BR95", "price": "$55.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Andency 4x6 Shag Area Rug for Living Room, Tie-Dyed Dark Grey Soft Fuzzy Plush Indoor Carpets for Bedroom, Non Skid Fluffy Faux Fur Rug for Room", "asin": "B0C7FXNPTG", "price": "$15.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Lahome Boho Living Room 3x5 Washable Rugs for Entryway Lightweight Woven Grey Mat with Tassels, Farmhouse Bathroom Rug Non Shedding Area Carpet for Bedroom Office Camper RV Decor", "asin": "B0BPCQ4GCG", "price": "$34.84", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Area Rug Living Room Rugs: 5x7 Large Soft Indoor Carpet Modern Abstract Rug with Non Slip Rubber Backing for Under Dining Table Nursery Home Office Bedroom White Gray Blue", "asin": "B0BZKNTWBY", "price": "$69.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "DweIke 4x6 Area Rug for Living Room, Machine Washable Rug Carpet for Rooms Decor, Low Pile Bordered Rugs with Rubber-Backed, Non-Slip Throw Carpets for Bedroom Apartment Dining Room, Grey", "asin": "B0DPGLJJ1P", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Black Rugs for Living Room Fluffy 4x6 ft Bedroom Rug Non-Slip Area Rugs Shag Carpet for Nursery Kids PlayRoom Dorm Office Indoor 1.7'' Thick Modern Plush Carpets Boys", "asin": "B0DHRCV8WM", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Area Rug Living Room Carpet: 5x7 Large Moroccan Soft Fluffy Geometric Washable Bedroom Rugs Dining Room Home Office Nursery Low Pile Decor Under Kitchen Table Light Brown/Ivory", "asin": "B0BL769CSF", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Area Rug 5x7 Washable Rug Boho Soft Abstract Pattern Non-Slip Non-Shedding Faux Wool Vintage Rug for Living Room, Bedroom Rug, Farmhouse, Dining Room, Indoor, Kids Playroom, Blue", "asin": "B0C9JC317D", "price": "$50.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Noahas Fluffy Area Rugs for Living Room,4x5.3 Feet Black Rugs for Bedroom,Thick Shag Throw Floor Carpet,Soft Shaggy Bedside Non-Slip Plush Dorm Nursery Kids Rug Home Decor Aesthetic", "asin": "B09TDC6XJL", "price": "$12.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Keeko 4x6 Grey Area Rugs for Bedroom, Soft Modern Living Room Rug Indoor Non Slip Low Pile Washable Rug Fluffy Fuzzy Memory Foam Carpets Throw Rugs for Kids Nursery Classroom Dorm Room Decor", "asin": "B0D2DJ6VC6", "price": "$26.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Lahome Moroccan Blue Rug - 3x5 Non-Slip Washable Soft Rug for Bedroom Floor Throw Low-Profile Carpets for Living Room, Geometric Print Distressed Indoor Modern Rug for Entryway Dining Room Bahtroom", "asin": "B0CGRHGDQ2", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "nuLOOM 5x8 Thigpen Contemporary Area Rug, Grey, Abstract Lines, Non-Slip Backing, Stain Resistant, For Bedroom, Dining Room, Living Room, Hallway, Office, Kitchen, Entryway", "asin": "B013EZ693Y"},
{"title": "Area Rug Living Room Rugs 5x7 - Large Soft Boho Geometric Rugs, Non-Slip Foldable Washable Area Rug Non Shedding Morden Indoor Floor Carpet for Living Bedroom Office Dining Room (Beige,5' x 7')", "asin": "B0CRVFZPDH", "price": "$45.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "4x6 Light Grey Fluffy Shag Area Rug for Bedroom, Ultra Soft Fuzzy Plush Washable Carpet for Living Room, Modern Cozy Non Skid Furry Shaggy Rug for Kids Baby Boys Nursery Dorm,Tie-Dye Gray", "asin": "B0C6GBW462", "price": "$13.19", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Vintage 3' x 5 ' Washable Area Rug - Stylish Indoor Rug for Living, Dining or Bedroom - Lightweight Carpet with Non-Slip Backing - Foldable for Easy Placement and Maintenance - Grey", "asin": "B0CLNRN1Q8", "price": "$23.90", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Fluffy Shag Area Rug, 4x6 Grey Rugs for Bedroom, Soft Plush Area Rugs for Living Room, Non-Slip Indoor Carpet for Nursery, Study Room, Dressing Room, Home Decor", "asin": "B0CP948N4Q", "price": "$15.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T04:32:06.283Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-13T04:32:06.283Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-13T04:32:06.283Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"index": 122,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u5730\\u6bef\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.61\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$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\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Livabliss Hapsburg Moroccan Shag Area Rug, 5'3\\\" x 7'3\\\", Beige\", \"asin\": \"B07Q13HHK7\", \"price\": \"$170.04\", \"quantity\": \"\"},\n{\"title\": \"HOMFINE Washable Modern Area Rug - Geometric Style 5x7 Rugs for Living Room, Bedroom, Machine Washable Rug Soft Non Slip Non Shedding Area Rug - Grey Brown, 5'x7'\", \"asin\": \"B0CG9ZBSST\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Lahome Moroccan Trellis Front Door Mat Indoor Entrance, 2x3 Rugs for Entryway Non-Slip Washable Indoor Door Mat, Oriental Accent Small Rug for Kitchen Bedroom Bathroom, Blue\", \"asin\": \"B0BM3DN84G\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Well Woven Barclay Collection Medallion Kashan Red 5x7 Area Rug - for Living Room, Bedroom, and Dining Room\", \"asin\": \"B01BJHAHBE\", \"price\": \"$94.00\", \"quantity\": \"\"},\n{\"title\": \"Washable Area Rugs - Perfect for Living Room, Bedroom, Kids Room, Nursery - Stain & Water Resistant Non-Slip, Pet & Child Friendly, Vintage Tribal Area Rugs (Turmeric and Grey, 6' x 9')\", \"asin\": \"B0CGR2LGQV\", \"price\": \"$63.99\", \"quantity\": \"\"},\n{\"title\": \"Grey Fluffy Rug Runners for Hallways Rabbit Fur Rugs for Living Room Washable Carpet Faux Sheepskin Rug Teen Room Nursery Decor Rectangle 2x6 Area Rug\", \"asin\": \"B0BTDG2KWR\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Washable Area Rugs - Perfect for Living Room, Bedroom, Kids Room, Nursery - Stain & Water Resistant Non-Slip, Pet & Child Friendly, Vintage Tribal Area Rugs (Green, 3' x 5 ')\", \"asin\": \"B0CGR36YRV\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"OLANLY Bathroom Rugs Mat 30x20, Extra Soft Absorbent Microfiber Bath Rugs, Rubber Backing, Quick Dry, Machine Washable Bath Mats for Bathroom Floor, Tub, Shower and Home Decor Accessories, Grey\", \"asin\": \"B0CBP8CL71\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"Vintage 8' x 10' Washable Area Rug - Stylish Indoor Rug for Living, Dining or Bedroom - Lightweight Carpet with Non-Slip Backing - Foldable for Easy Placement and Maintenance - Grey\", \"asin\": \"B0CLNRNVQ5\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"DweIke Fluffy Modern Area Rugs for Living Room Bedroom, 3x5 ft Plush High Pile Green Rug for Kids Girls Room Nursery Home Decor, Upgrade Non-Slip Girls Bedroom Soft Indoor Rug, Sage Green\", \"asin\": \"B0CQCGS7RB\", \"price\": \"$21.59\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Latepis Faux Fur Sheepskin Rug for Living Room, 4x6 Fluffy Washable Rug for Bedroom, Playroom, Luxury Room Decor, White, Rectangle.\\\" Limited time Deal. Price was $75.99. Current price is $52.23 after 31% off. Eligible for Prime.\", \"asin\": \"B09LYH4951\"},\n{\"title\": \"Go to detail page for \\\"Latepis 9x12 Area Rug for Bedroom White Fluffy Washable Faux Fur Rug for Living Room Fuzzy Shaggy Rectangle Rug for Office Entertainment Room Home D\\u00e9cor.\\\" Limited time Deal. Price was $309.99. Current price is $263.49 after 15% off. Eligible for Prime.\", \"asin\": \"B0B2DTGKYB\"},\n{\"title\": \"Go to detail page for \\\"Latepis White Round Rugs 6ft Faux Fur Sheepskin Circle Rug for Living Room Fluffy Washable Rug for Bedroom Teen Room Dorm Cute Room D\\u00e9cor.\\\" Limited time Deal. Price was $85.99. Current price is $72.99 after 15% off. Eligible for Prime.\", \"asin\": \"B09LYKM1RR\"}],\n\"search_results\": [{\"title\": \"BALEINE Non Slip Rug Pad Rug Gripper for Hardwood Floors, Extra Thick Non Slip Mat Under Carpet (3'x5')\", \"asin\": \"B0C61M7XHY\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Gorilla Grip Kids Memory Foam Bath Rugs, Soft Absorbent Velvet Bathroom Mats, Durable Dots on Underside, Machine Washable Bathmat, Carpet Rug Room Decor for Shower Floor, 24x17 Mat, Graphite Gray\", \"asin\": \"B07Q2HCJX4\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Light Gray Faux Fuzzy Fur Washable Rugs for Bedroom Shaggy Area Rugs for Living Room Grey 2x3 Nursery Rug Home Room D\\u00e9cor\", \"asin\": \"B0BTDHHCGG\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Rabenda 12 Pcs Rug Tape, Non Slip Rug Pads Grippers for Hardwood Floors and Tiles, Reusable Carpet Tape for Area Rugs, Double-Sided Adhesive Rug Stickers Keep Corners Flat (Black)\", \"asin\": \"B092VC7VK2\", \"price\": \"$9.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Gorilla Grip 100% Waterproof All-Season WeatherMax Doormat, Durable Natural Rubber, Stain and Fade Resistant, Low Profile, Indoor Outdoor Door Mats, Easy Clean Patio Entrance Mat, 17x29, Gray Diamond\", \"asin\": \"B072K1G53F\", \"price\": \"$20.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Area Rug 4x6 Washable Rug Gray Vintage Traditional Floor Cover Foldable Thin Retro Accent Indoor Distressed Non Slip Carpet Floral Print Mat Bedroom Living Room Bathroom\", \"asin\": \"B0CNB93BLH\", \"price\": \"$33.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"OLANLY Bathroom Rugs Mat 24x16, Extra Soft Absorbent Microfiber Bath Rugs, Rubber Backing, Quick Dry, Machine Washable Bath Mats for Bathroom Floor, Tub, Shower and Home Decor Accessories, Grey\", \"asin\": \"B08XZ2KQZR\", \"price\": \"$9.09\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Zentavio Area Rugs for Living Room Grey Rugs for Bedroom 4x6 Carpet Fluffy Fuzzy Soft Shag Aesthetic Plush High Pile Gray Throw Rug for Nursery Kids Room Dorm\", \"asin\": \"B0D5L39SJQ\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Large Shag Area Rugs 6 x 9, Tie-Dyed Plush Fuzzy Rugs for Living Room, Ultra Soft Fluffy Furry Rugs for Bedroom, Indoor Carpet Nursery Rugs for Kids Room Home Decor, Light Grey\", \"asin\": \"B0CJ9DSPMB\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Large Living Room Area Rug 5x7: Soft Machine Washable Boho Moroccan Farmhouse Rugs for Bedroom Under Dining Table - Non-Slip Neutral Morden Indoor Floor Carpet for Home Office - Brown/Cream\", \"asin\": \"B0CL6HKLLJ\", \"price\": \"$34.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Nourison Essentials 4' x 6' Ivory Beige Fabric Outdoor Area Rug (4' x 6')\", \"asin\": \"B08KJHM3X7\", \"price\": \"$33.56\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Veken Rug Gripper Pad for Hardwood Floors, Non Slip Rug Pads for Area Rugs, Thick Rug Grippers for Tile Floors, Under Carpet Anti Skid Mat, Keep Your Rugs Safe and in Place, 2x3 Ft\", \"asin\": \"B07ZSWRKZY\", \"price\": \"$6.64\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"HOMFINE Washable Modern Area Rug - Geometric Style 5x7 Rugs for Living Room, Bedroom, Machine Washable Rug Soft Non Slip Non Shedding Area Rug - Grey Brown, 5'x7'\", \"asin\": \"B0CG9ZBSST\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"Machine Washable Rugs 3x5 Boho Small Area Rug for Bedroom,TPR 3'x5' Non Slip Rugs for Under Table Carpet for Laundry Kids Dining Room 3x5 Grey\", \"asin\": \"B0DTFXZZ93\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 4 left in stock - order soon.\"},\n{\"title\": \"Washable Area Rugs - Perfect for Living Room, Bedroom, Kids Room, Nursery - Stain & Water Resistant Non-Slip, Pet & Child Friendly, Vintage Tribal Area Rugs (Green, 3' x 5 ')\", \"asin\": \"B0CGR36YRV\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"OLANLY Area Rugs for Living Room Bedroom, Machine Washable 4x5.9 Feet Soft Fluffy Shaggy Bedside Rug, Indoor Floor Carpet for Kids Girls and Boys, Dorms, Nursery Rooms, Home Decor Aesthetic, Grey\", \"asin\": \"B0D9GFYJBV\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"5x7 Area Rugs for Living Room Machine Washable Rug Distressed Indoor Carpet Neutral Moroccan Boho Rug Ultra Soft Area Rug for Bedroom Dining Room Playroom Office, Grey\", \"asin\": \"B0C3D2T4DP\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Ultra Soft Rug for Living Room, 5X8 Fluffy Shag Area Rug for Bedroom, Modern Shaggy Carpets Fuzzy Rug for Teens Dorm Nursery Home Decor Aesthetic, Upgrade Anti-Skid Durable, Grey\", \"asin\": \"B0CHML98RQ\", \"price\": \"$25.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Area Rug for Living Room Bedroom, 4X6 Feet Soft Shaggy Rug, Plush Fluffy Rugs, Modern Moroccan Geometric Carpets, Anti-Skid Durable Carpet for Kids Dorm Nursery, Home Decor Aesthetic, White and Beige\", \"asin\": \"B0DH25HCKF\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Sierra Concepts Front Door Mat Welcome Floor Mats - Entryway Indoor Outdoor Entrance Doormat, Patio, Porch, Muddy Shoe, Inside Outside Low Profile, 30x17 inches, 2-Pack Gray\", \"asin\": \"B07Y2DXXPR\", \"price\": \"$19.88\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"OLANLY Bathroom Rugs 30x20, Extra Soft Absorbent Chenille Bath Rugs, Rubber Backing Quick Dry, Machine Washable Bath Mats for Bathroom Floor, Tub and Shower, Home Decor Accessories, Grey\", \"asin\": \"B0CFGYFCYL\", \"price\": \"$9.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"MontVoo -Bath Mat-Rubber Backing Non SlipThin Bathroom Rugs Fit Under Door- Quick Dry Absorbent Faux Suede Surface Grey Bathroom Floor Mats-Shower Rug for in Front of Bathtub Shower Gray 16x24\", \"asin\": \"B09CTQF92M\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"OLANLY Bathroom Rugs Mat 30x20, Extra Soft Absorbent Microfiber Bath Rugs, Rubber Backing, Quick Dry, Machine Washable Bath Mats for Bathroom Floor, Tub, Shower and Home Decor Accessories, Grey\", \"asin\": \"B0CBP8CL71\", \"price\": \"$8.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"SAFAVIEH Vision Collection Accent Rug - 4' x 6', Aqua, Modern Ombre Tonal Chic Design, Non-Shedding & Easy Care, Ideal for High Traffic Areas in Entryway, Living Room, Bedroom (VSN606B)\", \"asin\": \"B018B3F55C\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"Andecor Soft Fluffy Bedroom Rugs, 4 x 6 Feet Indoor Shaggy Plush Area Rug for Boys Girls Kids Baby College Dorm Living Room Home Decor Floor Carpet, Grey\", \"asin\": \"B07PLCSM5J\", \"price\": \"$9.54\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"LOCHAS Ultra Soft Indoor Modern Area Rugs Fluffy Living Room Carpets for Children Bedroom Home Decor Nursery Rug 4x5.3 Feet, Gray\", \"asin\": \"B06XCF7QFR\", \"price\": \"$12.10\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"HOMFINE Washable Modern Area Rug - Geometric Style 5x7 Rugs for Living Room, Bedroom, Machine Washable Rug Soft Non Slip Non Shedding Area Rug - Grey, 5'x7'\", \"asin\": \"B0CGB1DQ97\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Arotive Luxury Chenille Bathroom Rug Mat, Extra Soft Thick Absorbent Shaggy Bath Rugs, Non-Slip Machine Wash Dry Plush Bath Mats for Bathroom, Shower, and Tub (24\\\"x16\\\", Light Grey)\", \"asin\": \"B092Z9NK2S\", \"price\": \"$8.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"DweIke Fluffy Area Rug for Living Room Bedroom, 3x5 Sage Green Carpet for Rooms, Soft Shaggy Plush Rugs for Kids Girls Boys, Fuzzy Shag Indoor Floor Carpets for Home Dorm Decor Aesthetic\", \"asin\": \"B08Z84XJBM\", \"price\": \"$22.79\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Merelax Modern Soft Fluffy Large Shaggy Rug for Bedroom Livingroom Dorm Kids Room Indoor Home Decorative, Non-Slip Plush Furry Fur Area Rugs Comfy Nursery Accent Floor Carpet 4'x6' Ivory\", \"asin\": \"B08DXNHNV1\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Ophanie Upgrade 4x6 Rugs for Bedroom, Grey, Fluffy Shaggy Soft Area Rug, Gray Non-Slip Indoor Floor Carpet for Living Room, Kids Baby Boys Teen Dorm Home Decor Aesthetic, Nursery, Rug\", \"asin\": \"B085XT1FS3\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ophanie 6x9 Area Rugs for Living Room, Large Big Grey Fluffy Shag Fuzzy Plush Soft Carpets, Floor Shaggy Rug for Bedroom, Gray Carpet for Kids Boys Girls Dorm Nursery Home Decor Aesthetic\", \"asin\": \"B0DG298VQ7\", \"price\": \"$43.98\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"5x7 Washable Rugs Grey Blue Hallway Area Rug Indoor Accent Rug Abstract Non Slip Low Pile Carpet Distressed Throw Aesthetic Rug for Bedroom Living Room Office Dining Room Kitchen Laundry Room\", \"asin\": \"B0CS9BN7TV\", \"price\": \"$41.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"vivorug Washable Rug, Ultra Soft Area Rug 8x10, Non Slip Abstract Rug Foldable, Stain Resistant Rugs for Living Room Bedroom, Modern Fuzzy Rug (Gray/Rust, 8'x10')\", \"asin\": \"B0BJ63P1H8\", \"price\": \"$139.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"TABAYON Shaggy Tie Dyed Light Grey Rug, 2x3 Area Rugs for Living Room, Anti-Skid Extra Comfy Fluffy Floor Carpet for Indoor Home Decorative\", \"asin\": \"B09MVZ7VCN\", \"price\": \"$9.98\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 20 left in stock - order soon.\"},\n{\"title\": \"Chicrug Soft Runner Rugs for Bedroom Living Room Plush Fluffy Rug 2x6 Feet, Shag Furry Area Rug Carpet Non Shedding for Nursery Children Kids Girls Room Home Decorative, Grey\", \"asin\": \"B097479QQY\", \"price\": \"$21.84\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Litanika 4x6 Shag Area Rug for Living Room Bedroom, Tie-Dyed Beige High Pile Soft Plush Shaggy Furry Cream Bedside Playroom Dorm Carpet, Non-Slip, Non-Shedding Modern Indoor Floor Rug\", \"asin\": \"B0CJVBMVS8\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Amdrebio Pink Round Rug 4Ft for Girls Bedroom, Fluffy Circle Area Rugs for Kids Room Decor Aesthetic, Shag Fuzzy Carpet for Living Room, Nursery, Dorm, Classroom, Teen, Cute Baby Play Mat, Washable\", \"asin\": \"B085C9LRJB\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Rugshop Modern Wavy Circles Design Area Rug 5'3\\\" x 7'3\\\" Gray\", \"asin\": \"B07D3YHT2B\", \"price\": \"$65.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Shag Area Rug 5x7 Feet Extra Soft Rugs for Living Room, High Pile Indoor Carpet for Bedroom, Playroom, Nursery, Home Decor, Geometric, Dark Grey/White\", \"asin\": \"B0CWZW3BSP\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Area Rug Living Room Rugs - 5x7 Abstract Large Soft Indoor Washable Rug Neutral Modern Low Pile Carpet for Bedroom Dining Room Farmhouse Home Office - Beige Blue\", \"asin\": \"B0C4331NLJ\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"nuLOOM Gloria Abstract Shag Accent Rug, 3x5, Beige\", \"asin\": \"B0BL29V7NJ\", \"price\": \"$43.99\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members Only 8 left in stock - order soon.\"},\n{\"title\": \"Hutha 4x6 Large Area Rugs for Living Room, Super Soft Fluffy Modern Bedroom Rug, Tie-Dyed Light Grey Indoor Shag Fuzzy Carpets for Girls Kids Nursery Room Home Decor\", \"asin\": \"B0BLHJZSX8\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"5x7 Washable Area Rug Grey Abstract Modern Living Room Bedroom Throw Rug Non Slip Soft Thin Simple Indoor Floor Carpet for Office Entryway Kitchen Nursery Home Decor\", \"asin\": \"B0CRYBGXBT\", \"price\": \"$44.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"PURRUGS Dirt Trapper Door Mat 20\\\" x 31.5\\\", Non-Slip Machine Washable Entry Rug, Shoe Scraper, Dog Doormat, Super Absorbent Welcome Mat for Front & Back Door, Muddy Shoes & Paws, Bluish Grey-Black\", \"asin\": \"B09QC7GNLG\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Tepook Area Rugs 8x10 for Living Room, Super Soft Fluffy Rugs for Bedroom, Modern Shaggy Rug Fuzzy Carpets for Kids, Plush Indoor Nursery Home Decor Rug with Non-Slip Bottom, Black\", \"asin\": \"B0CJBZC48X\", \"price\": \"$99.98\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"TWINNIS Super Soft Shaggy Rugs Fluffy Carpets, 4x5.9 Feet, Indoor Modern Plush Area Rugs for Living Room Bedroom Kids Room Nursery Home Decor, Upgrade Anti-Skid Rectangular Fuzzy Rug, Black\", \"asin\": \"B08TRF4SMP\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Area Rug Living Room Rugs - 5x7 Washable Large Soft Neutral Boho Moroccan Bohemian Farmhouse Rug Indoor Floor Carpet for Bedroom Under Dining Table Home Office Decor - Cream Brown\", \"asin\": \"B0BLS4BR95\", \"price\": \"$55.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Andency 4x6 Shag Area Rug for Living Room, Tie-Dyed Dark Grey Soft Fuzzy Plush Indoor Carpets for Bedroom, Non Skid Fluffy Faux Fur Rug for Room\", \"asin\": \"B0C7FXNPTG\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Lahome Boho Living Room 3x5 Washable Rugs for Entryway Lightweight Woven Grey Mat with Tassels, Farmhouse Bathroom Rug Non Shedding Area Carpet for Bedroom Office Camper RV Decor\", \"asin\": \"B0BPCQ4GCG\", \"price\": \"$34.84\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Area Rug Living Room Rugs: 5x7 Large Soft Indoor Carpet Modern Abstract Rug with Non Slip Rubber Backing for Under Dining Table Nursery Home Office Bedroom White Gray Blue\", \"asin\": \"B0BZKNTWBY\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"DweIke 4x6 Area Rug for Living Room, Machine Washable Rug Carpet for Rooms Decor, Low Pile Bordered Rugs with Rubber-Backed, Non-Slip Throw Carpets for Bedroom Apartment Dining Room, Grey\", \"asin\": \"B0DPGLJJ1P\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Black Rugs for Living Room Fluffy 4x6 ft Bedroom Rug Non-Slip Area Rugs Shag Carpet for Nursery Kids PlayRoom Dorm Office Indoor 1.7'' Thick Modern Plush Carpets Boys\", \"asin\": \"B0DHRCV8WM\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Area Rug Living Room Carpet: 5x7 Large Moroccan Soft Fluffy Geometric Washable Bedroom Rugs Dining Room Home Office Nursery Low Pile Decor Under Kitchen Table Light Brown/Ivory\", \"asin\": \"B0BL769CSF\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Area Rug 5x7 Washable Rug Boho Soft Abstract Pattern Non-Slip Non-Shedding Faux Wool Vintage Rug for Living Room, Bedroom Rug, Farmhouse, Dining Room, Indoor, Kids Playroom, Blue\", \"asin\": \"B0C9JC317D\", \"price\": \"$50.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Noahas Fluffy Area Rugs for Living Room,4x5.3 Feet Black Rugs for Bedroom,Thick Shag Throw Floor Carpet,Soft Shaggy Bedside Non-Slip Plush Dorm Nursery Kids Rug Home Decor Aesthetic\", \"asin\": \"B09TDC6XJL\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Keeko 4x6 Grey Area Rugs for Bedroom, Soft Modern Living Room Rug Indoor Non Slip Low Pile Washable Rug Fluffy Fuzzy Memory Foam Carpets Throw Rugs for Kids Nursery Classroom Dorm Room Decor\", \"asin\": \"B0D2DJ6VC6\", \"price\": \"$26.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Lahome Moroccan Blue Rug - 3x5 Non-Slip Washable Soft Rug for Bedroom Floor Throw Low-Profile Carpets for Living Room, Geometric Print Distressed Indoor Modern Rug for Entryway Dining Room Bahtroom\", \"asin\": \"B0CGRHGDQ2\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"nuLOOM 5x8 Thigpen Contemporary Area Rug, Grey, Abstract Lines, Non-Slip Backing, Stain Resistant, For Bedroom, Dining Room, Living Room, Hallway, Office, Kitchen, Entryway\", \"asin\": \"B013EZ693Y\"},\n{\"title\": \"Area Rug Living Room Rugs 5x7 - Large Soft Boho Geometric Rugs, Non-Slip Foldable Washable Area Rug Non Shedding Morden Indoor Floor Carpet for Living Bedroom Office Dining Room (Beige,5' x 7')\", \"asin\": \"B0CRVFZPDH\", \"price\": \"$45.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"4x6 Light Grey Fluffy Shag Area Rug for Bedroom, Ultra Soft Fuzzy Plush Washable Carpet for Living Room, Modern Cozy Non Skid Furry Shaggy Rug for Kids Baby Boys Nursery Dorm,Tie-Dye Gray\", \"asin\": \"B0C6GBW462\", \"price\": \"$13.19\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Vintage 3' x 5 ' Washable Area Rug - Stylish Indoor Rug for Living, Dining or Bedroom - Lightweight Carpet with Non-Slip Backing - Foldable for Easy Placement and Maintenance - Grey\", \"asin\": \"B0CLNRN1Q8\", \"price\": \"$23.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Fluffy Shag Area Rug, 4x6 Grey Rugs for Bedroom, Soft Plush Area Rugs for Living Room, Non-Slip Indoor Carpet for Nursery, Study Room, Dressing Room, Home Decor\", \"asin\": \"B0CP948N4Q\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T04:32:06.283Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T04:32:18.157Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-13T04:32:18.157Z
|
input
|
地毯 卧室
|
rule
|
train
| 123 |
2025-04-13T04:32:18.157Z
|
input
|
地毯 卧室
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"}
{"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"}
{"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"}
{"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"}
{"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"}
{"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"}
{"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"}
{"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"}
{"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"}
{"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T04:32:18.157Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-13T04:32:18.157Z\",\"action\": \"input\",\"acion_argument\": \"地毯 卧室\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-13T04:32:18.157Z\",\"action\": \"input\",\"acion_argument\": \"地毯 卧室\",}</answer>",
"index": 123,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T04:32:18.157Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - 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10 PM on $25 of qualifying items\"},\n{\"title\": \"LOCHAS Ultra Soft Indoor Modern Area Rugs Fluffy Living Room Carpets for Children Bedroom Home Decor Nursery Rug 4x5.3 Feet, Gray\", \"asin\": \"B06XCF7QFR\", \"price\": \"$12.10\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"HOMFINE Washable Modern Area Rug - Geometric Style 5x7 Rugs for Living Room, Bedroom, Machine Washable Rug Soft Non Slip Non Shedding Area Rug - Grey, 5'x7'\", \"asin\": \"B0CGB1DQ97\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Arotive Luxury Chenille Bathroom Rug Mat, Extra Soft Thick Absorbent Shaggy Bath Rugs, Non-Slip Machine Wash Dry Plush Bath Mats for Bathroom, Shower, and Tub (24\\\"x16\\\", Light Grey)\", \"asin\": \"B092Z9NK2S\", \"price\": \"$8.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"DweIke Fluffy Area Rug for Living Room Bedroom, 3x5 Sage Green Carpet for Rooms, Soft Shaggy Plush Rugs for Kids Girls Boys, Fuzzy Shag Indoor Floor Carpets for Home Dorm Decor Aesthetic\", \"asin\": \"B08Z84XJBM\", \"price\": \"$22.79\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Merelax Modern Soft Fluffy Large Shaggy Rug for Bedroom Livingroom Dorm Kids Room Indoor Home Decorative, Non-Slip Plush Furry Fur Area Rugs Comfy Nursery Accent Floor Carpet 4'x6' Ivory\", \"asin\": \"B08DXNHNV1\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Ophanie Upgrade 4x6 Rugs for Bedroom, Grey, Fluffy Shaggy Soft Area Rug, Gray Non-Slip Indoor Floor Carpet for Living Room, Kids Baby Boys Teen Dorm Home Decor Aesthetic, Nursery, Rug\", \"asin\": \"B085XT1FS3\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ophanie 6x9 Area Rugs for Living Room, Large Big Grey Fluffy Shag Fuzzy Plush Soft Carpets, Floor Shaggy Rug for Bedroom, Gray Carpet for Kids Boys Girls Dorm Nursery Home Decor Aesthetic\", \"asin\": \"B0DG298VQ7\", \"price\": \"$43.98\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"5x7 Washable Rugs Grey Blue Hallway Area Rug Indoor Accent Rug Abstract Non Slip Low Pile Carpet Distressed Throw Aesthetic Rug for Bedroom Living Room Office Dining Room Kitchen Laundry Room\", \"asin\": \"B0CS9BN7TV\", \"price\": \"$41.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"vivorug Washable Rug, Ultra Soft Area Rug 8x10, Non Slip Abstract Rug Foldable, Stain Resistant Rugs for Living Room Bedroom, Modern Fuzzy Rug (Gray/Rust, 8'x10')\", \"asin\": \"B0BJ63P1H8\", \"price\": \"$139.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"TABAYON Shaggy Tie Dyed Light Grey Rug, 2x3 Area Rugs for Living Room, Anti-Skid Extra Comfy Fluffy Floor Carpet for Indoor Home Decorative\", \"asin\": \"B09MVZ7VCN\", \"price\": \"$9.98\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 20 left in stock - order soon.\"},\n{\"title\": \"Chicrug Soft Runner Rugs for Bedroom Living Room Plush Fluffy Rug 2x6 Feet, Shag Furry Area Rug Carpet Non Shedding for Nursery Children Kids Girls Room Home Decorative, Grey\", \"asin\": \"B097479QQY\", \"price\": \"$21.84\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Litanika 4x6 Shag Area Rug for Living Room Bedroom, Tie-Dyed Beige High Pile Soft Plush Shaggy Furry Cream Bedside Playroom Dorm Carpet, Non-Slip, Non-Shedding Modern Indoor Floor Rug\", \"asin\": \"B0CJVBMVS8\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Amdrebio Pink Round Rug 4Ft for Girls Bedroom, Fluffy Circle Area Rugs for Kids Room Decor Aesthetic, Shag Fuzzy Carpet for Living Room, Nursery, Dorm, Classroom, Teen, Cute Baby Play Mat, Washable\", \"asin\": \"B085C9LRJB\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Rugshop Modern Wavy Circles Design Area Rug 5'3\\\" x 7'3\\\" Gray\", \"asin\": \"B07D3YHT2B\", \"price\": \"$65.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Shag Area Rug 5x7 Feet Extra Soft Rugs for Living Room, High Pile Indoor Carpet for Bedroom, Playroom, Nursery, Home Decor, Geometric, Dark Grey/White\", \"asin\": \"B0CWZW3BSP\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Area Rug Living Room Rugs - 5x7 Abstract Large Soft Indoor Washable Rug Neutral Modern Low Pile Carpet for Bedroom Dining Room Farmhouse Home Office - Beige Blue\", \"asin\": \"B0C4331NLJ\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"nuLOOM Gloria Abstract Shag Accent Rug, 3x5, Beige\", \"asin\": \"B0BL29V7NJ\", \"price\": \"$43.99\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members Only 8 left in stock - order soon.\"},\n{\"title\": \"Hutha 4x6 Large Area Rugs for Living Room, Super Soft Fluffy Modern Bedroom Rug, Tie-Dyed Light Grey Indoor Shag Fuzzy Carpets for Girls Kids Nursery Room Home Decor\", \"asin\": \"B0BLHJZSX8\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"5x7 Washable Area Rug Grey Abstract Modern Living Room Bedroom Throw Rug Non Slip Soft Thin Simple Indoor Floor Carpet for Office Entryway Kitchen Nursery Home Decor\", \"asin\": \"B0CRYBGXBT\", \"price\": \"$44.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"PURRUGS Dirt Trapper Door Mat 20\\\" x 31.5\\\", Non-Slip Machine Washable Entry Rug, Shoe Scraper, Dog Doormat, Super Absorbent Welcome Mat for Front & Back Door, Muddy Shoes & Paws, Bluish Grey-Black\", \"asin\": \"B09QC7GNLG\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Tepook Area Rugs 8x10 for Living Room, Super Soft Fluffy Rugs for Bedroom, Modern Shaggy Rug Fuzzy Carpets for Kids, Plush Indoor Nursery Home Decor Rug with Non-Slip Bottom, Black\", \"asin\": \"B0CJBZC48X\", \"price\": \"$99.98\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"TWINNIS Super Soft Shaggy Rugs Fluffy Carpets, 4x5.9 Feet, Indoor Modern Plush Area Rugs for Living Room Bedroom Kids Room Nursery Home Decor, Upgrade Anti-Skid Rectangular Fuzzy Rug, Black\", \"asin\": \"B08TRF4SMP\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Area Rug Living Room Rugs - 5x7 Washable Large Soft Neutral Boho Moroccan Bohemian Farmhouse Rug Indoor Floor Carpet for Bedroom Under Dining Table Home Office Decor - Cream Brown\", \"asin\": \"B0BLS4BR95\", \"price\": \"$55.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Andency 4x6 Shag Area Rug for Living Room, Tie-Dyed Dark Grey Soft Fuzzy Plush Indoor Carpets for Bedroom, Non Skid Fluffy Faux Fur Rug for Room\", \"asin\": \"B0C7FXNPTG\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Lahome Boho Living Room 3x5 Washable Rugs for Entryway Lightweight Woven Grey Mat with Tassels, Farmhouse Bathroom Rug Non Shedding Area Carpet for Bedroom Office Camper RV Decor\", \"asin\": \"B0BPCQ4GCG\", \"price\": \"$34.84\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Area Rug Living Room Rugs: 5x7 Large Soft Indoor Carpet Modern Abstract Rug with Non Slip Rubber Backing for Under Dining Table Nursery Home Office Bedroom White Gray Blue\", \"asin\": \"B0BZKNTWBY\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"DweIke 4x6 Area Rug for Living Room, Machine Washable Rug Carpet for Rooms Decor, Low Pile Bordered Rugs with Rubber-Backed, Non-Slip Throw Carpets for Bedroom Apartment Dining Room, Grey\", \"asin\": \"B0DPGLJJ1P\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Black Rugs for Living Room Fluffy 4x6 ft Bedroom Rug Non-Slip Area Rugs Shag Carpet for Nursery Kids PlayRoom Dorm Office Indoor 1.7'' Thick Modern Plush Carpets Boys\", \"asin\": \"B0DHRCV8WM\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Area Rug Living Room Carpet: 5x7 Large Moroccan Soft Fluffy Geometric Washable Bedroom Rugs Dining Room Home Office Nursery Low Pile Decor Under Kitchen Table Light Brown/Ivory\", \"asin\": \"B0BL769CSF\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Area Rug 5x7 Washable Rug Boho Soft Abstract Pattern Non-Slip Non-Shedding Faux Wool Vintage Rug for Living Room, Bedroom Rug, Farmhouse, Dining Room, Indoor, Kids Playroom, Blue\", \"asin\": \"B0C9JC317D\", \"price\": \"$50.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Noahas Fluffy Area Rugs for Living Room,4x5.3 Feet Black Rugs for Bedroom,Thick Shag Throw Floor Carpet,Soft Shaggy Bedside Non-Slip Plush Dorm Nursery Kids Rug Home Decor Aesthetic\", \"asin\": \"B09TDC6XJL\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Keeko 4x6 Grey Area Rugs for Bedroom, Soft Modern Living Room Rug Indoor Non Slip Low Pile Washable Rug Fluffy Fuzzy Memory Foam Carpets Throw Rugs for Kids Nursery Classroom Dorm Room Decor\", \"asin\": \"B0D2DJ6VC6\", \"price\": \"$26.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Lahome Moroccan Blue Rug - 3x5 Non-Slip Washable Soft Rug for Bedroom Floor Throw Low-Profile Carpets for Living Room, Geometric Print Distressed Indoor Modern Rug for Entryway Dining Room Bahtroom\", \"asin\": \"B0CGRHGDQ2\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"nuLOOM 5x8 Thigpen Contemporary Area Rug, Grey, Abstract Lines, Non-Slip Backing, Stain Resistant, For Bedroom, Dining Room, Living Room, Hallway, Office, Kitchen, Entryway\", \"asin\": \"B013EZ693Y\"},\n{\"title\": \"Area Rug Living Room Rugs 5x7 - Large Soft Boho Geometric Rugs, Non-Slip Foldable Washable Area Rug Non Shedding Morden Indoor Floor Carpet for Living Bedroom Office Dining Room (Beige,5' x 7')\", \"asin\": \"B0CRVFZPDH\", \"price\": \"$45.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"4x6 Light Grey Fluffy Shag Area Rug for Bedroom, Ultra Soft Fuzzy Plush Washable Carpet for Living Room, Modern Cozy Non Skid Furry Shaggy Rug for Kids Baby Boys Nursery Dorm,Tie-Dye Gray\", \"asin\": \"B0C6GBW462\", \"price\": \"$13.19\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Vintage 3' x 5 ' Washable Area Rug - Stylish Indoor Rug for Living, Dining or Bedroom - Lightweight Carpet with Non-Slip Backing - Foldable for Easy Placement and Maintenance - Grey\", \"asin\": \"B0CLNRN1Q8\", \"price\": \"$23.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Fluffy Shag Area Rug, 4x6 Grey Rugs for Bedroom, Soft Plush Area Rugs for Living Room, Non-Slip Indoor Carpet for Nursery, Study Room, Dressing Room, Home Decor\", \"asin\": \"B0CP948N4Q\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T04:32:18.562Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-13T04:32:18.562Z
|
click
|
search
|
rule
|
train
| 124 |
2025-04-13T04:32:18.562Z
|
click
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search
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<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"}
{"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"}
{"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"}
{"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"}
{"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"}
{"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"}
{"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"}
{"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"}
{"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"}
{"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "\u5730\u6bef \u5367\u5ba4"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.61", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$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": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"promotion_items": [{"title": "Livabliss Hapsburg Moroccan Shag Area Rug, 5'3\" x 7'3\", Beige", "asin": "B07Q13HHK7", "price": "$170.04", "quantity": ""},
{"title": "HOMFINE Washable Modern Area Rug - Geometric Style 5x7 Rugs for Living Room, Bedroom, Machine Washable Rug Soft Non Slip Non Shedding Area Rug - Grey Brown, 5'x7'", "asin": "B0CG9ZBSST", "price": "$59.99", "quantity": ""},
{"title": "Lahome Moroccan Trellis Front Door Mat Indoor Entrance, 2x3 Rugs for Entryway Non-Slip Washable Indoor Door Mat, Oriental Accent Small Rug for Kitchen Bedroom Bathroom, Blue", "asin": "B0BM3DN84G", "price": "$23.99", "quantity": ""},
{"title": "Well Woven Barclay Collection Medallion Kashan Red 5x7 Area Rug - for Living Room, Bedroom, and Dining Room", "asin": "B01BJHAHBE", "price": "$94.00", "quantity": ""},
{"title": "Washable Area Rugs - Perfect for Living Room, Bedroom, Kids Room, Nursery - Stain & Water Resistant Non-Slip, Pet & Child Friendly, Vintage Tribal Area Rugs (Turmeric and Grey, 6' x 9')", "asin": "B0CGR2LGQV", "price": "$63.99", "quantity": ""},
{"title": "Grey Fluffy Rug Runners for Hallways Rabbit Fur Rugs for Living Room Washable Carpet Faux Sheepskin Rug Teen Room Nursery Decor Rectangle 2x6 Area Rug", "asin": "B0BTDG2KWR", "price": "$27.99", "quantity": ""},
{"title": "Washable Area Rugs - Perfect for Living Room, Bedroom, Kids Room, Nursery - Stain & Water Resistant Non-Slip, Pet & Child Friendly, Vintage Tribal Area Rugs (Green, 3' x 5 ')", "asin": "B0CGR36YRV", "price": "$23.99", "quantity": ""},
{"title": "OLANLY Bathroom Rugs Mat 30x20, Extra Soft Absorbent Microfiber Bath Rugs, Rubber Backing, Quick Dry, Machine Washable Bath Mats for Bathroom Floor, Tub, Shower and Home Decor Accessories, Grey", "asin": "B0CBP8CL71", "price": "$8.98", "quantity": ""},
{"title": "Vintage 8' x 10' Washable Area Rug - Stylish Indoor Rug for Living, Dining or Bedroom - Lightweight Carpet with Non-Slip Backing - Foldable for Easy Placement and Maintenance - Grey", "asin": "B0CLNRNVQ5", "price": "$79.99", "quantity": ""},
{"title": "DweIke Fluffy Modern Area Rugs for Living Room Bedroom, 3x5 ft Plush High Pile Green Rug for Kids Girls Room Nursery Home Decor, Upgrade Non-Slip Girls Bedroom Soft Indoor Rug, Sage Green", "asin": "B0CQCGS7RB", "price": "$21.59", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"Latepis Faux Fur Sheepskin Rug for Living Room, 4x6 Fluffy Washable Rug for Bedroom, Playroom, Luxury Room Decor, White, Rectangle.\" Limited time Deal. Price was $75.99. Current price is $52.23 after 31% off. Eligible for Prime.", "asin": "B09LYH4951"},
{"title": "Go to detail page for \"Latepis 9x12 Area Rug for Bedroom White Fluffy Washable Faux Fur Rug for Living Room Fuzzy Shaggy Rectangle Rug for Office Entertainment Room Home D\u00e9cor.\" Limited time Deal. Price was $309.99. Current price is $263.49 after 15% off. Eligible for Prime.", "asin": "B0B2DTGKYB"},
{"title": "Go to detail page for \"Latepis White Round Rugs 6ft Faux Fur Sheepskin Circle Rug for Living Room Fluffy Washable Rug for Bedroom Teen Room Dorm Cute Room D\u00e9cor.\" Limited time Deal. Price was $85.99. Current price is $72.99 after 15% off. Eligible for Prime.", "asin": "B09LYKM1RR"}],
"search_results": [{"title": "BALEINE Non Slip Rug Pad Rug Gripper for Hardwood Floors, Extra Thick Non Slip Mat Under Carpet (3'x5')", "asin": "B0C61M7XHY", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Gorilla Grip Kids Memory Foam Bath Rugs, Soft Absorbent Velvet Bathroom Mats, Durable Dots on Underside, Machine Washable Bathmat, Carpet Rug Room Decor for Shower Floor, 24x17 Mat, Graphite Gray", "asin": "B07Q2HCJX4", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Light Gray Faux Fuzzy Fur Washable Rugs for Bedroom Shaggy Area Rugs for Living Room Grey 2x3 Nursery Rug Home Room D\u00e9cor", "asin": "B0BTDHHCGG", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Rabenda 12 Pcs Rug Tape, Non Slip Rug Pads Grippers for Hardwood Floors and Tiles, Reusable Carpet Tape for Area Rugs, Double-Sided Adhesive Rug Stickers Keep Corners Flat (Black)", "asin": "B092VC7VK2", "price": "$9.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Gorilla Grip 100% Waterproof All-Season WeatherMax Doormat, Durable Natural Rubber, Stain and Fade Resistant, Low Profile, Indoor Outdoor Door Mats, Easy Clean Patio Entrance Mat, 17x29, Gray Diamond", "asin": "B072K1G53F", "price": "$20.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Area Rug 4x6 Washable Rug Gray Vintage Traditional Floor Cover Foldable Thin Retro Accent Indoor Distressed Non Slip Carpet Floral Print Mat Bedroom Living Room Bathroom", "asin": "B0CNB93BLH", "price": "$33.90", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "OLANLY Bathroom Rugs Mat 24x16, Extra Soft Absorbent Microfiber Bath Rugs, Rubber Backing, Quick Dry, Machine Washable Bath Mats for Bathroom Floor, Tub, Shower and Home Decor Accessories, Grey", "asin": "B08XZ2KQZR", "price": "$9.09", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Zentavio Area Rugs for Living Room Grey Rugs for Bedroom 4x6 Carpet Fluffy Fuzzy Soft Shag Aesthetic Plush High Pile Gray Throw Rug for Nursery Kids Room Dorm", "asin": "B0D5L39SJQ", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Large Shag Area Rugs 6 x 9, Tie-Dyed Plush Fuzzy Rugs for Living Room, Ultra Soft Fluffy Furry Rugs for Bedroom, Indoor Carpet Nursery Rugs for Kids Room Home Decor, Light Grey", "asin": "B0CJ9DSPMB", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Large Living Room Area Rug 5x7: Soft Machine Washable Boho Moroccan Farmhouse Rugs for Bedroom Under Dining Table - Non-Slip Neutral Morden Indoor Floor Carpet for Home Office - Brown/Cream", "asin": "B0CL6HKLLJ", "price": "$34.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Nourison Essentials 4' x 6' Ivory Beige Fabric Outdoor Area Rug (4' x 6')", "asin": "B08KJHM3X7", "price": "$33.56", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Veken Rug Gripper Pad for Hardwood Floors, Non Slip Rug Pads for Area Rugs, Thick Rug Grippers for Tile Floors, Under Carpet Anti Skid Mat, Keep Your Rugs Safe and in Place, 2x3 Ft", "asin": "B07ZSWRKZY", "price": "$6.64", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "HOMFINE Washable Modern Area Rug - Geometric Style 5x7 Rugs for Living Room, Bedroom, Machine Washable Rug Soft Non Slip Non Shedding Area Rug - Grey Brown, 5'x7'", "asin": "B0CG9ZBSST", "price": "$59.99", "delivery": "FREE delivery Sat, Apr 19 for Prime members"},
{"title": "Machine Washable Rugs 3x5 Boho Small Area Rug for Bedroom,TPR 3'x5' Non Slip Rugs for Under Table Carpet for Laundry Kids Dining Room 3x5 Grey", "asin": "B0DTFXZZ93", "price": "$28.99", "delivery": "FREE delivery Tue, Apr 15 Only 4 left in stock - order soon."},
{"title": "Washable Area Rugs - Perfect for Living Room, Bedroom, Kids Room, Nursery - Stain & Water Resistant Non-Slip, Pet & Child Friendly, Vintage Tribal Area Rugs (Green, 3' x 5 ')", "asin": "B0CGR36YRV", "price": "$23.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "OLANLY Area Rugs for Living Room Bedroom, Machine Washable 4x5.9 Feet Soft Fluffy Shaggy Bedside Rug, Indoor Floor Carpet for Kids Girls and Boys, Dorms, Nursery Rooms, Home Decor Aesthetic, Grey", "asin": "B0D9GFYJBV", "price": "$14.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "5x7 Area Rugs for Living Room Machine Washable Rug Distressed Indoor Carpet Neutral Moroccan Boho Rug Ultra Soft Area Rug for Bedroom Dining Room Playroom Office, Grey", "asin": "B0C3D2T4DP", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Ultra Soft Rug for Living Room, 5X8 Fluffy Shag Area Rug for Bedroom, Modern Shaggy Carpets Fuzzy Rug for Teens Dorm Nursery Home Decor Aesthetic, Upgrade Anti-Skid Durable, Grey", "asin": "B0CHML98RQ", "price": "$25.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Area Rug for Living Room Bedroom, 4X6 Feet Soft Shaggy Rug, Plush Fluffy Rugs, Modern Moroccan Geometric Carpets, Anti-Skid Durable Carpet for Kids Dorm Nursery, Home Decor Aesthetic, White and Beige", "asin": "B0DH25HCKF", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Sierra Concepts Front Door Mat Welcome Floor Mats - Entryway Indoor Outdoor Entrance Doormat, Patio, Porch, Muddy Shoe, Inside Outside Low Profile, 30x17 inches, 2-Pack Gray", "asin": "B07Y2DXXPR", "price": "$19.88", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "OLANLY Bathroom Rugs 30x20, Extra Soft Absorbent Chenille Bath Rugs, Rubber Backing Quick Dry, Machine Washable Bath Mats for Bathroom Floor, Tub and Shower, Home Decor Accessories, Grey", "asin": "B0CFGYFCYL", "price": "$9.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "MontVoo -Bath Mat-Rubber Backing Non SlipThin Bathroom Rugs Fit Under Door- Quick Dry Absorbent Faux Suede Surface Grey Bathroom Floor Mats-Shower Rug for in Front of Bathtub Shower Gray 16x24", "asin": "B09CTQF92M", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "OLANLY Bathroom Rugs Mat 30x20, Extra Soft Absorbent Microfiber Bath Rugs, Rubber Backing, Quick Dry, Machine Washable Bath Mats for Bathroom Floor, Tub, Shower and Home Decor Accessories, Grey", "asin": "B0CBP8CL71", "price": "$8.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "SAFAVIEH Vision Collection Accent Rug - 4' x 6', Aqua, Modern Ombre Tonal Chic Design, Non-Shedding & Easy Care, Ideal for High Traffic Areas in Entryway, Living Room, Bedroom (VSN606B)", "asin": "B018B3F55C", "price": "$59.99", "delivery": "FREE delivery Fri, Apr 18 for Prime members"},
{"title": "Andecor Soft Fluffy Bedroom Rugs, 4 x 6 Feet Indoor Shaggy Plush Area Rug for Boys Girls Kids Baby College Dorm Living Room Home Decor Floor Carpet, Grey", "asin": "B07PLCSM5J", "price": "$9.54", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "LOCHAS Ultra Soft Indoor Modern Area Rugs Fluffy Living Room Carpets for Children Bedroom Home Decor Nursery Rug 4x5.3 Feet, Gray", "asin": "B06XCF7QFR", "price": "$12.10", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "HOMFINE Washable Modern Area Rug - Geometric Style 5x7 Rugs for Living Room, Bedroom, Machine Washable Rug Soft Non Slip Non Shedding Area Rug - Grey, 5'x7'", "asin": "B0CGB1DQ97", "price": "$59.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Arotive Luxury Chenille Bathroom Rug Mat, Extra Soft Thick Absorbent Shaggy Bath Rugs, Non-Slip Machine Wash Dry Plush Bath Mats for Bathroom, Shower, and Tub (24\"x16\", Light Grey)", "asin": "B092Z9NK2S", "price": "$8.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "DweIke Fluffy Area Rug for Living Room Bedroom, 3x5 Sage Green Carpet for Rooms, Soft Shaggy Plush Rugs for Kids Girls Boys, Fuzzy Shag Indoor Floor Carpets for Home Dorm Decor Aesthetic", "asin": "B08Z84XJBM", "price": "$22.79", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Merelax Modern Soft Fluffy Large Shaggy Rug for Bedroom Livingroom Dorm Kids Room Indoor Home Decorative, Non-Slip Plush Furry Fur Area Rugs Comfy Nursery Accent Floor Carpet 4'x6' Ivory", "asin": "B08DXNHNV1", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Ophanie Upgrade 4x6 Rugs for Bedroom, Grey, Fluffy Shaggy Soft Area Rug, Gray Non-Slip Indoor Floor Carpet for Living Room, Kids Baby Boys Teen Dorm Home Decor Aesthetic, Nursery, Rug", "asin": "B085XT1FS3", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ophanie 6x9 Area Rugs for Living Room, Large Big Grey Fluffy Shag Fuzzy Plush Soft Carpets, Floor Shaggy Rug for Bedroom, Gray Carpet for Kids Boys Girls Dorm Nursery Home Decor Aesthetic", "asin": "B0DG298VQ7", "price": "$43.98", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "5x7 Washable Rugs Grey Blue Hallway Area Rug Indoor Accent Rug Abstract Non Slip Low Pile Carpet Distressed Throw Aesthetic Rug for Bedroom Living Room Office Dining Room Kitchen Laundry Room", "asin": "B0CS9BN7TV", "price": "$41.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "vivorug Washable Rug, Ultra Soft Area Rug 8x10, Non Slip Abstract Rug Foldable, Stain Resistant Rugs for Living Room Bedroom, Modern Fuzzy Rug (Gray/Rust, 8'x10')", "asin": "B0BJ63P1H8", "price": "$139.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TABAYON Shaggy Tie Dyed Light Grey Rug, 2x3 Area Rugs for Living Room, Anti-Skid Extra Comfy Fluffy Floor Carpet for Indoor Home Decorative", "asin": "B09MVZ7VCN", "price": "$9.98", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 20 left in stock - order soon."},
{"title": "Chicrug Soft Runner Rugs for Bedroom Living Room Plush Fluffy Rug 2x6 Feet, Shag Furry Area Rug Carpet Non Shedding for Nursery Children Kids Girls Room Home Decorative, Grey", "asin": "B097479QQY", "price": "$21.84", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Litanika 4x6 Shag Area Rug for Living Room Bedroom, Tie-Dyed Beige High Pile Soft Plush Shaggy Furry Cream Bedside Playroom Dorm Carpet, Non-Slip, Non-Shedding Modern Indoor Floor Rug", "asin": "B0CJVBMVS8", "price": "$16.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Amdrebio Pink Round Rug 4Ft for Girls Bedroom, Fluffy Circle Area Rugs for Kids Room Decor Aesthetic, Shag Fuzzy Carpet for Living Room, Nursery, Dorm, Classroom, Teen, Cute Baby Play Mat, Washable", "asin": "B085C9LRJB", "price": "$17.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Rugshop Modern Wavy Circles Design Area Rug 5'3\" x 7'3\" Gray", "asin": "B07D3YHT2B", "price": "$65.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Shag Area Rug 5x7 Feet Extra Soft Rugs for Living Room, High Pile Indoor Carpet for Bedroom, Playroom, Nursery, Home Decor, Geometric, Dark Grey/White", "asin": "B0CWZW3BSP", "price": "$24.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Area Rug Living Room Rugs - 5x7 Abstract Large Soft Indoor Washable Rug Neutral Modern Low Pile Carpet for Bedroom Dining Room Farmhouse Home Office - Beige Blue", "asin": "B0C4331NLJ", "price": "$59.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "nuLOOM Gloria Abstract Shag Accent Rug, 3x5, Beige", "asin": "B0BL29V7NJ", "price": "$43.99", "delivery": "FREE delivery Wed, Apr 16 for Prime members Only 8 left in stock - order soon."},
{"title": "Hutha 4x6 Large Area Rugs for Living Room, Super Soft Fluffy Modern Bedroom Rug, Tie-Dyed Light Grey Indoor Shag Fuzzy Carpets for Girls Kids Nursery Room Home Decor", "asin": "B0BLHJZSX8", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "5x7 Washable Area Rug Grey Abstract Modern Living Room Bedroom Throw Rug Non Slip Soft Thin Simple Indoor Floor Carpet for Office Entryway Kitchen Nursery Home Decor", "asin": "B0CRYBGXBT", "price": "$44.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "PURRUGS Dirt Trapper Door Mat 20\" x 31.5\", Non-Slip Machine Washable Entry Rug, Shoe Scraper, Dog Doormat, Super Absorbent Welcome Mat for Front & Back Door, Muddy Shoes & Paws, Bluish Grey-Black", "asin": "B09QC7GNLG", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Tepook Area Rugs 8x10 for Living Room, Super Soft Fluffy Rugs for Bedroom, Modern Shaggy Rug Fuzzy Carpets for Kids, Plush Indoor Nursery Home Decor Rug with Non-Slip Bottom, Black", "asin": "B0CJBZC48X", "price": "$99.98", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TWINNIS Super Soft Shaggy Rugs Fluffy Carpets, 4x5.9 Feet, Indoor Modern Plush Area Rugs for Living Room Bedroom Kids Room Nursery Home Decor, Upgrade Anti-Skid Rectangular Fuzzy Rug, Black", "asin": "B08TRF4SMP", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Area Rug Living Room Rugs - 5x7 Washable Large Soft Neutral Boho Moroccan Bohemian Farmhouse Rug Indoor Floor Carpet for Bedroom Under Dining Table Home Office Decor - Cream Brown", "asin": "B0BLS4BR95", "price": "$55.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Andency 4x6 Shag Area Rug for Living Room, Tie-Dyed Dark Grey Soft Fuzzy Plush Indoor Carpets for Bedroom, Non Skid Fluffy Faux Fur Rug for Room", "asin": "B0C7FXNPTG", "price": "$15.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Lahome Boho Living Room 3x5 Washable Rugs for Entryway Lightweight Woven Grey Mat with Tassels, Farmhouse Bathroom Rug Non Shedding Area Carpet for Bedroom Office Camper RV Decor", "asin": "B0BPCQ4GCG", "price": "$34.84", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Area Rug Living Room Rugs: 5x7 Large Soft Indoor Carpet Modern Abstract Rug with Non Slip Rubber Backing for Under Dining Table Nursery Home Office Bedroom White Gray Blue", "asin": "B0BZKNTWBY", "price": "$69.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "DweIke 4x6 Area Rug for Living Room, Machine Washable Rug Carpet for Rooms Decor, Low Pile Bordered Rugs with Rubber-Backed, Non-Slip Throw Carpets for Bedroom Apartment Dining Room, Grey", "asin": "B0DPGLJJ1P", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Black Rugs for Living Room Fluffy 4x6 ft Bedroom Rug Non-Slip Area Rugs Shag Carpet for Nursery Kids PlayRoom Dorm Office Indoor 1.7'' Thick Modern Plush Carpets Boys", "asin": "B0DHRCV8WM", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Area Rug Living Room Carpet: 5x7 Large Moroccan Soft Fluffy Geometric Washable Bedroom Rugs Dining Room Home Office Nursery Low Pile Decor Under Kitchen Table Light Brown/Ivory", "asin": "B0BL769CSF", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Area Rug 5x7 Washable Rug Boho Soft Abstract Pattern Non-Slip Non-Shedding Faux Wool Vintage Rug for Living Room, Bedroom Rug, Farmhouse, Dining Room, Indoor, Kids Playroom, Blue", "asin": "B0C9JC317D", "price": "$50.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Noahas Fluffy Area Rugs for Living Room,4x5.3 Feet Black Rugs for Bedroom,Thick Shag Throw Floor Carpet,Soft Shaggy Bedside Non-Slip Plush Dorm Nursery Kids Rug Home Decor Aesthetic", "asin": "B09TDC6XJL", "price": "$12.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Keeko 4x6 Grey Area Rugs for Bedroom, Soft Modern Living Room Rug Indoor Non Slip Low Pile Washable Rug Fluffy Fuzzy Memory Foam Carpets Throw Rugs for Kids Nursery Classroom Dorm Room Decor", "asin": "B0D2DJ6VC6", "price": "$26.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Lahome Moroccan Blue Rug - 3x5 Non-Slip Washable Soft Rug for Bedroom Floor Throw Low-Profile Carpets for Living Room, Geometric Print Distressed Indoor Modern Rug for Entryway Dining Room Bahtroom", "asin": "B0CGRHGDQ2", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "nuLOOM 5x8 Thigpen Contemporary Area Rug, Grey, Abstract Lines, Non-Slip Backing, Stain Resistant, For Bedroom, Dining Room, Living Room, Hallway, Office, Kitchen, Entryway", "asin": "B013EZ693Y"},
{"title": "Area Rug Living Room Rugs 5x7 - Large Soft Boho Geometric Rugs, Non-Slip Foldable Washable Area Rug Non Shedding Morden Indoor Floor Carpet for Living Bedroom Office Dining Room (Beige,5' x 7')", "asin": "B0CRVFZPDH", "price": "$45.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "4x6 Light Grey Fluffy Shag Area Rug for Bedroom, Ultra Soft Fuzzy Plush Washable Carpet for Living Room, Modern Cozy Non Skid Furry Shaggy Rug for Kids Baby Boys Nursery Dorm,Tie-Dye Gray", "asin": "B0C6GBW462", "price": "$13.19", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Vintage 3' x 5 ' Washable Area Rug - Stylish Indoor Rug for Living, Dining or Bedroom - Lightweight Carpet with Non-Slip Backing - Foldable for Easy Placement and Maintenance - Grey", "asin": "B0CLNRN1Q8", "price": "$23.90", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Fluffy Shag Area Rug, 4x6 Grey Rugs for Bedroom, Soft Plush Area Rugs for Living Room, Non-Slip Indoor Carpet for Nursery, Study Room, Dressing Room, Home Decor", "asin": "B0CP948N4Q", "price": "$15.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T04:32:18.562Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-13T04:32:18.562Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-13T04:32:18.562Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 124,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": 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\"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": 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Price was $75.99. Current price is $52.23 after 31% off. Eligible for Prime.\", \"asin\": \"B09LYH4951\"},\n{\"title\": \"Go to detail page for \\\"Latepis 9x12 Area Rug for Bedroom White Fluffy Washable Faux Fur Rug for Living Room Fuzzy Shaggy Rectangle Rug for Office Entertainment Room Home D\\u00e9cor.\\\" Limited time Deal. Price was $309.99. Current price is $263.49 after 15% off. Eligible for Prime.\", \"asin\": \"B0B2DTGKYB\"},\n{\"title\": \"Go to detail page for \\\"Latepis White Round Rugs 6ft Faux Fur Sheepskin Circle Rug for Living Room Fluffy Washable Rug for Bedroom Teen Room Dorm Cute Room D\\u00e9cor.\\\" Limited time Deal. Price was $85.99. Current price is $72.99 after 15% off. Eligible for Prime.\", \"asin\": \"B09LYKM1RR\"}],\n\"search_results\": [{\"title\": \"BALEINE Non Slip Rug Pad Rug Gripper for Hardwood Floors, Extra Thick Non Slip Mat Under Carpet (3'x5')\", \"asin\": \"B0C61M7XHY\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Gorilla Grip Kids Memory Foam Bath Rugs, Soft Absorbent Velvet Bathroom Mats, Durable Dots on Underside, Machine Washable Bathmat, Carpet Rug Room Decor for Shower Floor, 24x17 Mat, Graphite Gray\", \"asin\": \"B07Q2HCJX4\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Light Gray Faux Fuzzy Fur Washable Rugs for Bedroom Shaggy Area Rugs for Living Room Grey 2x3 Nursery Rug Home Room D\\u00e9cor\", \"asin\": \"B0BTDHHCGG\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Rabenda 12 Pcs Rug Tape, Non Slip Rug Pads Grippers for Hardwood Floors and Tiles, Reusable Carpet Tape for Area Rugs, Double-Sided Adhesive Rug Stickers Keep Corners Flat (Black)\", \"asin\": \"B092VC7VK2\", \"price\": \"$9.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Gorilla Grip 100% Waterproof All-Season WeatherMax Doormat, Durable Natural Rubber, Stain and Fade Resistant, Low Profile, Indoor Outdoor Door Mats, Easy Clean Patio Entrance Mat, 17x29, Gray Diamond\", \"asin\": \"B072K1G53F\", \"price\": \"$20.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Area Rug 4x6 Washable Rug Gray Vintage Traditional Floor Cover Foldable Thin Retro Accent Indoor Distressed Non Slip Carpet Floral Print Mat Bedroom Living Room Bathroom\", \"asin\": \"B0CNB93BLH\", \"price\": \"$33.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"OLANLY Bathroom Rugs Mat 24x16, Extra Soft Absorbent Microfiber Bath Rugs, Rubber Backing, Quick Dry, Machine Washable Bath Mats for Bathroom Floor, Tub, Shower and Home Decor Accessories, Grey\", \"asin\": \"B08XZ2KQZR\", \"price\": \"$9.09\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 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Geometric Style 5x7 Rugs for Living Room, Bedroom, Machine Washable Rug Soft Non Slip Non Shedding Area Rug - Grey Brown, 5'x7'\", \"asin\": \"B0CG9ZBSST\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"Machine Washable Rugs 3x5 Boho Small Area Rug for Bedroom,TPR 3'x5' Non Slip Rugs for Under Table Carpet for Laundry Kids Dining Room 3x5 Grey\", \"asin\": \"B0DTFXZZ93\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 4 left in stock - order soon.\"},\n{\"title\": \"Washable Area Rugs - Perfect for Living Room, Bedroom, Kids Room, Nursery - Stain & Water Resistant Non-Slip, Pet & Child Friendly, Vintage Tribal Area Rugs (Green, 3' x 5 ')\", \"asin\": \"B0CGR36YRV\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"OLANLY Area Rugs for Living Room Bedroom, Machine Washable 4x5.9 Feet Soft Fluffy Shaggy Bedside Rug, Indoor Floor Carpet for Kids Girls and Boys, Dorms, Nursery Rooms, Home Decor Aesthetic, Grey\", \"asin\": \"B0D9GFYJBV\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"5x7 Area Rugs for Living Room Machine Washable Rug Distressed Indoor Carpet Neutral Moroccan Boho Rug Ultra Soft Area Rug for Bedroom Dining Room Playroom Office, Grey\", \"asin\": \"B0C3D2T4DP\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Ultra Soft Rug for Living Room, 5X8 Fluffy Shag Area Rug for Bedroom, Modern Shaggy Carpets Fuzzy Rug for Teens Dorm Nursery Home Decor Aesthetic, Upgrade Anti-Skid Durable, Grey\", \"asin\": \"B0CHML98RQ\", \"price\": \"$25.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Area Rug for Living Room Bedroom, 4X6 Feet Soft Shaggy Rug, Plush Fluffy Rugs, Modern Moroccan Geometric Carpets, Anti-Skid Durable Carpet for Kids Dorm Nursery, Home Decor Aesthetic, White and Beige\", \"asin\": \"B0DH25HCKF\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Sierra Concepts Front Door Mat Welcome Floor Mats - Entryway Indoor Outdoor Entrance Doormat, Patio, Porch, Muddy Shoe, Inside Outside Low Profile, 30x17 inches, 2-Pack Gray\", \"asin\": \"B07Y2DXXPR\", \"price\": \"$19.88\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"OLANLY Bathroom Rugs 30x20, Extra Soft Absorbent Chenille Bath Rugs, Rubber Backing Quick Dry, Machine Washable Bath Mats for Bathroom Floor, Tub and Shower, Home Decor Accessories, Grey\", \"asin\": \"B0CFGYFCYL\", \"price\": \"$9.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"MontVoo -Bath Mat-Rubber Backing Non SlipThin Bathroom Rugs Fit Under Door- Quick Dry Absorbent Faux Suede Surface Grey Bathroom Floor Mats-Shower Rug for in Front of Bathtub Shower Gray 16x24\", \"asin\": \"B09CTQF92M\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"OLANLY Bathroom Rugs Mat 30x20, Extra Soft Absorbent Microfiber Bath Rugs, Rubber Backing, Quick Dry, Machine Washable Bath Mats for Bathroom Floor, Tub, Shower and Home Decor Accessories, Grey\", \"asin\": \"B0CBP8CL71\", \"price\": \"$8.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"SAFAVIEH Vision Collection Accent Rug - 4' x 6', Aqua, Modern Ombre Tonal Chic Design, Non-Shedding & Easy Care, Ideal for High Traffic Areas in Entryway, Living Room, Bedroom (VSN606B)\", \"asin\": \"B018B3F55C\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"Andecor Soft Fluffy Bedroom Rugs, 4 x 6 Feet Indoor Shaggy Plush Area Rug for Boys Girls Kids Baby College Dorm Living Room Home Decor Floor Carpet, Grey\", \"asin\": \"B07PLCSM5J\", \"price\": \"$9.54\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"LOCHAS Ultra Soft Indoor Modern Area Rugs Fluffy Living Room Carpets for Children Bedroom Home Decor Nursery Rug 4x5.3 Feet, Gray\", \"asin\": \"B06XCF7QFR\", \"price\": \"$12.10\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"HOMFINE Washable Modern Area Rug - Geometric Style 5x7 Rugs for Living Room, Bedroom, Machine Washable Rug Soft Non Slip Non Shedding Area Rug - Grey, 5'x7'\", \"asin\": \"B0CGB1DQ97\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Arotive Luxury Chenille Bathroom Rug Mat, Extra Soft Thick Absorbent Shaggy Bath Rugs, Non-Slip Machine Wash Dry Plush Bath Mats for Bathroom, Shower, and Tub (24\\\"x16\\\", Light Grey)\", \"asin\": \"B092Z9NK2S\", \"price\": \"$8.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"DweIke Fluffy Area Rug for Living Room Bedroom, 3x5 Sage Green Carpet for Rooms, Soft Shaggy Plush Rugs for Kids Girls Boys, Fuzzy Shag Indoor Floor Carpets for Home Dorm Decor Aesthetic\", \"asin\": \"B08Z84XJBM\", \"price\": \"$22.79\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Merelax Modern Soft Fluffy Large Shaggy Rug for Bedroom Livingroom Dorm Kids Room Indoor Home Decorative, Non-Slip Plush Furry Fur Area Rugs Comfy Nursery Accent Floor Carpet 4'x6' Ivory\", \"asin\": \"B08DXNHNV1\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Ophanie Upgrade 4x6 Rugs for Bedroom, Grey, Fluffy Shaggy Soft Area Rug, Gray Non-Slip Indoor Floor Carpet for Living Room, Kids Baby Boys Teen Dorm Home Decor Aesthetic, Nursery, Rug\", \"asin\": \"B085XT1FS3\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ophanie 6x9 Area Rugs for Living Room, Large Big Grey Fluffy Shag Fuzzy Plush Soft Carpets, Floor Shaggy Rug for Bedroom, Gray Carpet for Kids Boys Girls Dorm Nursery Home Decor Aesthetic\", \"asin\": \"B0DG298VQ7\", \"price\": \"$43.98\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"5x7 Washable Rugs Grey Blue Hallway Area Rug Indoor Accent Rug Abstract Non Slip Low Pile Carpet Distressed Throw Aesthetic Rug for Bedroom Living Room Office Dining Room Kitchen Laundry Room\", \"asin\": \"B0CS9BN7TV\", \"price\": \"$41.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"vivorug Washable Rug, Ultra Soft Area Rug 8x10, Non Slip Abstract Rug Foldable, Stain Resistant Rugs for Living Room Bedroom, Modern Fuzzy Rug (Gray/Rust, 8'x10')\", \"asin\": \"B0BJ63P1H8\", \"price\": \"$139.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"TABAYON Shaggy Tie Dyed Light Grey Rug, 2x3 Area Rugs for Living Room, Anti-Skid Extra Comfy Fluffy Floor Carpet for Indoor Home Decorative\", \"asin\": \"B09MVZ7VCN\", \"price\": \"$9.98\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 20 left in stock - order soon.\"},\n{\"title\": \"Chicrug Soft Runner Rugs for Bedroom Living Room Plush Fluffy Rug 2x6 Feet, Shag Furry Area Rug Carpet Non Shedding for Nursery Children Kids Girls Room Home Decorative, Grey\", \"asin\": \"B097479QQY\", \"price\": \"$21.84\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Litanika 4x6 Shag Area Rug for Living Room Bedroom, Tie-Dyed Beige High Pile Soft Plush Shaggy Furry Cream Bedside Playroom Dorm Carpet, Non-Slip, Non-Shedding Modern Indoor Floor Rug\", \"asin\": \"B0CJVBMVS8\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Amdrebio Pink Round Rug 4Ft for Girls Bedroom, Fluffy Circle Area Rugs for Kids Room Decor Aesthetic, Shag Fuzzy Carpet for Living Room, Nursery, Dorm, Classroom, Teen, Cute Baby Play Mat, Washable\", \"asin\": \"B085C9LRJB\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Rugshop Modern Wavy Circles Design Area Rug 5'3\\\" x 7'3\\\" Gray\", \"asin\": \"B07D3YHT2B\", \"price\": \"$65.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Shag Area Rug 5x7 Feet Extra Soft Rugs for Living Room, High Pile Indoor Carpet for Bedroom, Playroom, Nursery, Home Decor, Geometric, Dark Grey/White\", \"asin\": \"B0CWZW3BSP\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Area Rug Living Room Rugs - 5x7 Abstract Large Soft Indoor Washable Rug Neutral Modern Low Pile Carpet for Bedroom Dining Room Farmhouse Home Office - Beige Blue\", \"asin\": \"B0C4331NLJ\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"nuLOOM Gloria Abstract Shag Accent Rug, 3x5, Beige\", \"asin\": \"B0BL29V7NJ\", \"price\": \"$43.99\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members Only 8 left in stock - order soon.\"},\n{\"title\": \"Hutha 4x6 Large Area Rugs for Living Room, Super Soft Fluffy Modern Bedroom Rug, Tie-Dyed Light Grey Indoor Shag Fuzzy Carpets for Girls Kids Nursery Room Home Decor\", \"asin\": \"B0BLHJZSX8\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"5x7 Washable Area Rug Grey Abstract Modern Living Room Bedroom Throw Rug Non Slip Soft Thin Simple Indoor Floor Carpet for Office Entryway Kitchen Nursery Home Decor\", \"asin\": \"B0CRYBGXBT\", \"price\": \"$44.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"PURRUGS Dirt Trapper Door Mat 20\\\" x 31.5\\\", Non-Slip Machine Washable Entry Rug, Shoe Scraper, Dog Doormat, Super Absorbent Welcome Mat for Front & Back Door, Muddy Shoes & Paws, Bluish Grey-Black\", \"asin\": \"B09QC7GNLG\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Tepook Area Rugs 8x10 for Living Room, Super Soft Fluffy Rugs for Bedroom, Modern Shaggy Rug Fuzzy Carpets for Kids, Plush Indoor Nursery Home Decor Rug with Non-Slip Bottom, Black\", \"asin\": \"B0CJBZC48X\", \"price\": \"$99.98\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"TWINNIS Super Soft Shaggy Rugs Fluffy Carpets, 4x5.9 Feet, Indoor Modern Plush Area Rugs for Living Room Bedroom Kids Room Nursery Home Decor, Upgrade Anti-Skid Rectangular Fuzzy Rug, Black\", \"asin\": \"B08TRF4SMP\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Area Rug Living Room Rugs - 5x7 Washable Large Soft Neutral Boho Moroccan Bohemian Farmhouse Rug Indoor Floor Carpet for Bedroom Under Dining Table Home Office Decor - Cream Brown\", \"asin\": \"B0BLS4BR95\", \"price\": \"$55.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Andency 4x6 Shag Area Rug for Living Room, Tie-Dyed Dark Grey Soft Fuzzy Plush Indoor Carpets for Bedroom, Non Skid Fluffy Faux Fur Rug for Room\", \"asin\": \"B0C7FXNPTG\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Lahome Boho Living Room 3x5 Washable Rugs for Entryway Lightweight Woven Grey Mat with Tassels, Farmhouse Bathroom Rug Non Shedding Area Carpet for Bedroom Office Camper RV Decor\", \"asin\": \"B0BPCQ4GCG\", \"price\": \"$34.84\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Area Rug Living Room Rugs: 5x7 Large Soft Indoor Carpet Modern Abstract Rug with Non Slip Rubber Backing for Under Dining Table Nursery Home Office Bedroom White Gray Blue\", \"asin\": \"B0BZKNTWBY\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"DweIke 4x6 Area Rug for Living Room, Machine Washable Rug Carpet for Rooms Decor, Low Pile Bordered Rugs with Rubber-Backed, Non-Slip Throw Carpets for Bedroom Apartment Dining Room, Grey\", \"asin\": \"B0DPGLJJ1P\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Black Rugs for Living Room Fluffy 4x6 ft Bedroom Rug Non-Slip Area Rugs Shag Carpet for Nursery Kids PlayRoom Dorm Office Indoor 1.7'' Thick Modern Plush Carpets Boys\", \"asin\": \"B0DHRCV8WM\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Area Rug Living Room Carpet: 5x7 Large Moroccan Soft Fluffy Geometric Washable Bedroom Rugs Dining Room Home Office Nursery Low Pile Decor Under Kitchen Table Light Brown/Ivory\", \"asin\": \"B0BL769CSF\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Area Rug 5x7 Washable Rug Boho Soft Abstract Pattern Non-Slip Non-Shedding Faux Wool Vintage Rug for Living Room, Bedroom Rug, Farmhouse, Dining Room, Indoor, Kids Playroom, Blue\", \"asin\": \"B0C9JC317D\", \"price\": \"$50.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Noahas Fluffy Area Rugs for Living Room,4x5.3 Feet Black Rugs for Bedroom,Thick Shag Throw Floor Carpet,Soft Shaggy Bedside Non-Slip Plush Dorm Nursery Kids Rug Home Decor Aesthetic\", \"asin\": \"B09TDC6XJL\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Keeko 4x6 Grey Area Rugs for Bedroom, Soft Modern Living Room Rug Indoor Non Slip Low Pile Washable Rug Fluffy Fuzzy Memory Foam Carpets Throw Rugs for Kids Nursery Classroom Dorm Room Decor\", \"asin\": \"B0D2DJ6VC6\", \"price\": \"$26.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Lahome Moroccan Blue Rug - 3x5 Non-Slip Washable Soft Rug for Bedroom Floor Throw Low-Profile Carpets for Living Room, Geometric Print Distressed Indoor Modern Rug for Entryway Dining Room Bahtroom\", \"asin\": \"B0CGRHGDQ2\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"nuLOOM 5x8 Thigpen Contemporary Area Rug, Grey, Abstract Lines, Non-Slip Backing, Stain Resistant, For Bedroom, Dining Room, Living Room, Hallway, Office, Kitchen, Entryway\", \"asin\": \"B013EZ693Y\"},\n{\"title\": \"Area Rug Living Room Rugs 5x7 - Large Soft Boho Geometric Rugs, Non-Slip Foldable Washable Area Rug Non Shedding Morden Indoor Floor Carpet for Living Bedroom Office Dining Room (Beige,5' x 7')\", \"asin\": \"B0CRVFZPDH\", \"price\": \"$45.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"4x6 Light Grey Fluffy Shag Area Rug for Bedroom, Ultra Soft Fuzzy Plush Washable Carpet for Living Room, Modern Cozy Non Skid Furry Shaggy Rug for Kids Baby Boys Nursery Dorm,Tie-Dye Gray\", \"asin\": \"B0C6GBW462\", \"price\": \"$13.19\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Vintage 3' x 5 ' Washable Area Rug - Stylish Indoor Rug for Living, Dining or Bedroom - Lightweight Carpet with Non-Slip Backing - Foldable for Easy Placement and Maintenance - Grey\", \"asin\": \"B0CLNRN1Q8\", \"price\": \"$23.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Fluffy Shag Area Rug, 4x6 Grey Rugs for Bedroom, Soft Plush Area Rugs for Living Room, Non-Slip Indoor Carpet for Nursery, Study Room, Dressing Room, Home Decor\", \"asin\": \"B0CP948N4Q\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T04:32:18.562Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"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\": \"2025-04-13T04:33:06.047Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-13T04:33:06.047Z
|
input
|
地板垫
|
rule
|
train
| 125 |
2025-04-13T04:33:06.047Z
|
input
|
地板垫
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"}
{"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"}
{"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"}
{"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"}
{"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"}
{"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"}
{"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"}
{"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"}
{"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"}
{"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "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": "2025-04-13T04:33:06.047Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-13T04:33:06.047Z\",\"action\": \"input\",\"acion_argument\": \"地板垫\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-13T04:33:06.047Z\",\"action\": \"input\",\"acion_argument\": \"地板垫\",}</answer>",
"index": 125,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"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\": \"2025-04-13T04:33:06.047Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u5730\\u677f\\u57ab\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.61\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$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\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Unique Loom Outdoor Border Collection Area Rug - 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Multi Border (4' 1\\\" x 6' 1\\\" Rectangle, Tan/ Light Brown)\", \"asin\": \"B074XMMG19\", \"price\": \"$65.47\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n{\"title\": \"DweIke Fluffy Area Rug for Living Room Bedroom, 3x5 Sage Green Carpet for Rooms, Soft Shaggy Plush Rugs for Kids Girls Boys, Fuzzy Shag Indoor Floor Carpets for Home Dorm Decor Aesthetic\", \"asin\": \"B08Z84XJBM\", \"price\": \"$22.79\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"TWINNIS 4x6 Large Shag Area Rugs for Living Room Bedroom, Tie-Dye Light Grey Indoor Super Soft Fuzzy Plush Rugs, Upgrade Anti-Skid Modern Rugs Fluffy Carpets for Kids Room Nursery Home Decor\", \"asin\": \"B0CDLT6GH6\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Grey White Rug for Living Room Fluffy 4x6 ft Bedroom Rug Non-Slip Fuzzy Area Rugs Shag Carpet for Nursery Kids Play Room Dorm Office Indoor 1.7'' Thick Soft Modern Plush Carpets Gray\", \"asin\": \"B0D99YKVJS\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"MOONLIGHT20015 Small Area Rugs for Living Room \\u2013 Soft & Fluffy Entryway Beige 2x3 Shaggy Carpet, Non-Slip Indoor Floor Rug for Bedroom, Nursery, and Kids Room \\u2013 Modern Aesthetic Home Decor\", \"asin\": \"B0DK418ZTL\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Grey Shaggy Rugs for Bedroom Living Room, 4x5.9 Feet Super Soft Fluffy Fuzzy Area Rug for Kids Baby Nursery, Modern Indoor Plush Carpet for Home Decor, Floor Furry Rugs for Children Dorm Rug\", \"asin\": \"B096RC8F6Z\", \"price\": \"$17.09\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Soft Runner Rugs for Bedroom Hallways with Upgraded Non-Slip Rubber Backing & Thick Memory Sponge, 2x6 Feet Fluffy Shag Throw Area Rug for Bedside Dorm Dark Grey\", \"asin\": \"B0DNMHVJ6Q\", \"price\": \"$17.92\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"HOMORE Small Rugs for Bedroom 2x3 Feet Beige Rug for Bedroom Bedside Soft Fluffy Area Rugs for Desk Indoor Entrance Door Mat, Small Runner Rugs and Carpets for Dorm Nursery, Light Tan\", \"asin\": \"B0DDNPBZCP\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Ophanie Upgrade 5x8 Rugs for Living Room,Grey Fluffy Carpet Large Fuzzy Plush Shag Comfy Soft, Non-Slip Indoor Floor Carpet,for Kids Boys Girls, Room,Bedroom,Playroom, Home Decor Aesthetic\", \"asin\": \"B0DG23ZRCF\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hutha 4x6 Large Area Rugs for Living Room, Super Soft Fluffy Modern Bedroom Rug, Tie-Dyed Light Grey Indoor Shag Fuzzy Carpets for Girls Kids Nursery Room Home Decor\", \"asin\": \"B0BLHJZSX8\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Zentavio 2x3 Rug Bedside Dorm Area Rug College Essentials Non Slip Grey Small Carpets for Bedroom Anti Slip Fluffy Gray Living Room Rugs Home Decor Aesthetic Nursery\", \"asin\": \"B0DC6HLS6R\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Keeko 2x3 Grey Area Rugs for Bedroom Living Room, Soft Modern Indoor Throw Rugs Low Pile Fluffy Small Rug Door Mat Washable Non Slip Entryway Rug Carpet for Nursery Home Kids Room Decor\", \"asin\": \"B0D2DHFH2M\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"YJ.GWL Shag Runner Rug Non Slip for Bedroom Living Room Soft Small Rugs for Dorm, 2x6 Feet Grey Plush Carpet Runner for Nursery Dorm, Fuzzy Bedside Rug for Kids Boys Girls Room Home Decor\", \"asin\": \"B0BNDS6HLM\", \"price\": \"$13.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Large Ultra Soft Modern Area Rugs for Living Room Bedroom, 4x6 Feet Dark Grey Thickened Memory Foam Indoor Solid Minimalist Carpets, Non-Slip Comfy Rug for Boys Girls Nursery Room Home Decor\", \"asin\": \"B0CYZ9SPQ5\", \"price\": \"$28.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"H.VERSAILTEX Area Rugs for Living Room 5x7 Feet Fluffy Shag Large Fuzzy Plush Soft Throw Rug, Modern Large Shaggy Floor Big Carpets for Bedroom, Kids Home Decor Aesthetic, Nursery, French Oak\", \"asin\": \"B0D22LNXFB\", \"price\": \"$105.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Gray Rugs for Bedroom Living Room, 4x6 ft Grey Area Rug, Washable Memory Foam Indoor Carpet, Modern Aesthetic Minimalist Non-Slip Carpets for Boys Girls Adults Home Decor\", \"asin\": \"B0DJ8YNPSF\", \"price\": \"$27.54\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"TWINNIS Large Area Rugs for Living Room Bedroom, 5x8 Feet, Super Soft Indoor Thickened Memory-Foam Carpets Easy-Cleaning, Modern Aesthetic Minimalist Comfy Rug for Kids Room Home Decor, Dark Grey\", \"asin\": \"B0D5YDMGVJ\", \"price\": \"$44.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"junovo Small Fluffy Area Rugs Shaggy Living Room Rug Soft Fuzzy Shag Carpet Bedside Rug Floor Mat for Nursery Dorm Home Decor Aesthetic, 2x3 Feet,Black\", \"asin\": \"B0DBQD7BLP\", \"price\": \"$7.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"HEBE Washable Area Rug - 3'x5' Non Slip Soft Distressed Medallion Bedroom & Living Room Accent Throw Vintage Entry Floor Carpet for Dining Room & Bathroom Entryway\", \"asin\": \"B0C8M1W8HV\", \"price\": \"$33.29\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Small Black Area Rug 2x3 Fluffy Shaggy Rug for Bedroom, Soft Indoor Floor Throw Carpet for Nursery Boys Girls Kids Room Bedside Dorm Modern Aesthetic Home Decor, Upgraded Non-Slip\", \"asin\": \"B0DRS6BX34\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Pettop Area Rugs for Bedroom Living Room, 4x6 Grey Thickened Memory-Foam Indoor Carpets, Modern Aesthetic Minimalist Super Soft Comfy Carpet for Boys Girls Adults Room Dorm Home Decor\", \"asin\": \"B0CW1JKRC5\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Softlife Fluffy Rugs for Bedroom, Shag Cute Area Rug for Girls and Kids Baby Room Home Decor, 2.6 x 5.3 Feet Oval Indoor Carpet for Nursery Dorm Living Room, Grey\", \"asin\": \"B072BP5NG6\", \"price\": \"$20.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Keeko Small Bedroom Runner Rug 2x4, Grey Fluffy Bedside Rugs for Kids Room Nursery Living Room Shag Entryway Throw Rug Fuzzy Indoor Area Carpet Cute Rugs for Boy Baby Girl Room Dorm Decor\", \"asin\": \"B09WJ42XS1\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Toneed Fluffy Runner Rug for Bedroom Living Room, 2 x 6 Feet Gray Shaggy Rug Super Soft Modern Indoor Area Rug Fuzzy Plush Carpet for Dorm Nursery Kids Room Home Decorative\", \"asin\": \"B0C3QZKV76\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Lascpt Super Soft Shag Area Rug for Living Room, 3x5 ft Grey Rug for Girls Bedroom, Modern Plush Throw Rug for Kids Room, Fuzzy Floor Carpet for Indoor Dorms Office Nursery Women Home Decor\", \"asin\": \"B0967Q5TJR\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Ophanie Small Throw Rugs for Bedroom, 2x3 Non Slip Mini Area Rug, Affordable Fluffy Grey Carpet, Door Entryway Indoor Inside Front Entrance Dog Mat, Home Decor Aesthetic, Nursery\", \"asin\": \"B0852XDNKT\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Area Rugs for Bedroom Living Room, 4x6 Soft Large Fluffy Fuzzy Shag Plush Furry Carpet, Soft Indoor Floor Mat for Kids Nursery Home Dorm Office Decor Aesthetic, Light Grey\", \"asin\": \"B0DHXLX7DN\", \"price\": \"$18.04\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Kelarea Super Soft Shaggy Rug Fluffy Bedroom Carpets, 3x5 Feet Grey, Modern Indoor Fuzzy Plush Area Rugs for Living Room Dorm Home Decorative Kids Girls Children's Floor Rugs\", \"asin\": \"B09581QVM2\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"PAGISOFE Grey Fluffy Rugs for Bedroom 4x6 Area Rug Shag Rug for Kids Room Furry Carpet Modern Living Room Rug Soft Shaggy Boys Rug Fuzzy Throw Rugs for Home Decor Aesthetic, Dorm Nursery Gray\", \"asin\": \"B0CCSHZSKY\", \"price\": \"$14.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Rostyle Fluffy Small Black Rug for Bedroom, 2x3 Shaggy Carpet, Thick Throw, Fuzzy Dorm, Soft Indoor Floor for Kids Room Decor Aesthetic\", \"asin\": \"B0CW9DWD7N\", \"price\": \"$9.96\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Jelymark Shag Moroccan Area Rug for Living Room, 4x6 Feet Modern Geometric Rug, Fluffy Distressed Faux Wool Floor Carpet, Memory Foam Rug for Bedroom Nursery Kids Room Home Decor, Light Grey/White\", \"asin\": \"B0CH3M1M65\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Tepook Super Soft Fluffy Rug for Bedroom, Modern Shaggy Rug Fuzzy Kids Rug for Living Room, Plush Indoor Nursery Home Decor Rug with Non-Slip Bottom, Grey, 2 X 3 Feet\", \"asin\": \"B094Z9BT28\", \"price\": \"$9.98\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"3x5 Grey Fluffy Shag Rug for Bedroom Soft Plush Fuzzy Washable Non Slip Carpet, Modern Floor Cozy Furry Shaggy Small Area Rug for Living Room, Kids Baby Boys Girls Nursery Dorm Room\", \"asin\": \"B0D97NJ967\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Large Area Rugs for Living Room, 6x9 Feet Fluffy Shag Fuzzy Plush Soft Bedroom Area Rugs, Indoor Floor Carpet for Kids Boys Girls Dorm Nursery Home Decor Aesthetic, Tie-Dyed Dark Gray\", \"asin\": \"B0C7VPNLB6\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"junovo Oval Fluffy Ultra Soft Area Rugs for Bedroom Plush Shaggy Carpet for Kids Room Bedside Nursery Mats, 2.6 x 5.3ft, Grey\", \"asin\": \"B0734LM76M\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Washable Rug for Bedroom, 2x6 Grey Fluffy Runner Rugs, Super Soft Modern Indoor Hallway Runner Carpet for Living Room Kids Boys Girls Dorm Bedside Nursery Home Decor, Grey/White\", \"asin\": \"B0D69PKNFC\", \"price\": \"$22.49\", \"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\": \"2025-04-13T04:33:06.441Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
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2025-04-13T04:33:06.441Z
|
click
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search
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rule
|
train
| 126 |
2025-04-13T04:33:06.441Z
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click
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search
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<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"}
{"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"}
{"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"}
{"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"}
{"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"}
{"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"}
{"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"}
{"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"}
{"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"}
{"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"}
{"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "\u5730\u677f\u57ab"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.61", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$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": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"promotion_items": [{"title": "Unique Loom Outdoor Border Collection Area Rug - Multi Border (4' 1\" x 6' 1\" Rectangle, Tan/ Light Brown)", "asin": "B074XMMG19", "price": "$65.47", "quantity": ""},
{"title": "Lahome Washable Area Rugs 5x7 Green Rugs for Living Room,Boho Rug for Bedroom,Dining Room Carpet for Under Table, Distressed Non Slip Low Pile Carpet for Indoor Home Office Nursery(5'x7',Green)", "asin": "B0D6FP4WPM", "price": "$49.99", "quantity": ""},
{"title": "jinchan Green Floral 3x5 Area Rugs for Entryway - Machine Washable Vintage Distressed Design Low-Pile Soft Non-Shedding Carpet for Kitchen Bedroom Entrance Laundry Living Room (3x5ft,Dark Green)", "asin": "B0CYL2VNJ3", "price": "$39.99", "quantity": ""},
{"title": "Unique Loom Solid Shag Collection Area Rug (6' 1\" Round, Cloud Gray)", "asin": "B01DN406TY", "price": "$53.99", "quantity": ""},
{"title": "Lahome Moroccan Trellis Washable Area Rugs 5x7, 5x7 Area Rugs for Living Room Bedroom, Indoor Non-Slip Large Oriental Accent Throw Carpet for Kitchen Entryway Bathroom Office, Cream/Multi", "asin": "B0BPB9K72C", "price": "$59.99", "quantity": ""},
{"title": "Keen Home Design 4x6 Rug - Machine Washable Area Rug with Non-Slip Backing, Ideal for Living Room, Dining Room, Bedroom - Vintage, Easy Clean, Durable, Low Pile Rug - (4' x 6')", "asin": "B0CB75BNVB", "price": "$74.99", "quantity": ""},
{"title": "Machine Washable Area Rug 5x7 Grey Large Living Room Indoor Accent Rug Neutral Modern Abstract Low Pile Carpet Non Slip Distressed Throw Rug Bedroom Office Dining Room Kitchen Laundry", "asin": "B0CLHZFRFG", "price": "$46.99", "quantity": ""},
{"title": "Premium Fluffy Sheepskin Rug - Four Pelt Fur Rugs for Living Room, Bedroom or Fireplace - Natural Sheep Skin, Shaggy - Irregular Shaped Genuine Fuzzy Feel - 4ft x 6ft", "asin": "B00URV4K80", "price": "$228.75", "quantity": ""},
{"title": "Lahome Moroccan Washable Area Rugs 8x10, 8x10 Rugs for Living Room Bedroom, Ultra-Thin Oriental Non-Slip Foldable Non Shedding Accent Large Carpet for Office Dining Room, Cream/Multi", "asin": "B0CBJGPQ5N", "price": "$129.99", "quantity": ""},
{"title": "Unique Loom Outdoor Border Collection Area Rug - Multi Border (4' 1\" x 6' 1\" Rectangle, Tan/ Light Brown)", "asin": "B074XMMG19", "price": "$65.47", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"Livabliss Hapsburg Moroccan Shag Area Rug, 5'3\" x 7'3\", Beige.\" Rated 4.4 out of 5 stars by 6165 reviews. Eligible for Prime.", "asin": "B07Q13HHK7"},
{"title": "Go to detail page for \"Livabliss Odelia Vintage Bohemian Area Rug,5'3\" x 7'3\",Garnet/Navy.\" Rated 4.5 out of 5 stars by 1934 reviews. Eligible for Prime.", "asin": "B07ZS8ZDDL"},
{"title": "Go to detail page for \"Livabliss Alfons Medallion Oriental Area Rug,5' x 7'6\",Red/Gold.\" Rated 4.4 out of 5 stars by 97 reviews. Eligible for Prime.", "asin": "B08QZQSR8Q"}],
"search_results": [{"title": "TABAYON Shaggy Grey Rug, 2x3 Area Rugs for Living Room, Anti-Skid Extra Comfy Fluffy Floor Carpet for Indoor Home Decorative", "asin": "B09MVYKRGM", "price": "$8.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Ophanie Upgrade 4x6 Rugs for Bedroom, Grey, Fluffy Shaggy Soft Area Rug, Gray Non-Slip Indoor Floor Carpet for Living Room, Kids Baby Boys Teen Dorm Home Decor Aesthetic, Nursery, Rug", "asin": "B085XT1FS3", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Latepis Small Grey Rug 2x3 Fluffy Rug Washable Rugs Faux Rabbit Fur Rug Shag Rug Gray Rug Plush Furry Shaggy Rug for Bedroom Dorm Chair Seat Cover Nursery Rug Teen Room", "asin": "B0BXL72MTM", "price": "$13.19", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TWINNIS Super Soft Shaggy Rugs Fluffy Carpets, 3x5 Feet, Indoor Modern Plush Area Rugs for Living Room Bedroom Kids Room Nursery Home Decor, Upgrade Anti-Skid Rectangular Fuzzy Rug, Black", "asin": "B0915TGVZM", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Washable Area Rug 4x6, Non-Slip Vintage Floral Rug Low Pile Stain Resistant Chenille Throw Carpet for Living Room Bedroom Kitchen Dining Room Dorm Farmhouse Boho Home Decor (Blue)", "asin": "B0D732PYQX", "price": "$21.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ophanie Area Rugs for Bedroom Living Room, Grey Fluffy Fuzzy Shag Shaggy Soft Plush Carpet, 4x6 Indoor Floor Gray Rug for Kids Home Dorm Decor Aesthetic", "asin": "B0852WLH7M", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Chicrug Soft Runner Rugs for Bedroom Living Room Plush Fluffy Rug 2x6 Feet, Shag Furry Area Rug Carpet Non Shedding for Nursery Children Kids Girls Room Home Decorative, Grey", "asin": "B097479QQY", "price": "$21.84", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Merelax Soft Modern Indoor Shaggy Area Rug for Bedroom Livingroom Dorm Kids Room Home Decorative, Non-Slip Plush Fluffy Furry Fur Rugs Comfy Nursery Accent Floor Carpet 2x3 Feet, Black", "asin": "B08MLN8KW7", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Kimicole Grey Area Rug for Bedroom Living Room Carpet Home Decor, Upgraded 4x5.9 Cute Fluffy Shag Nursery Rug for for Baby Room Decorations, Apartment Dorm Room Essentials for Teen Girls Kids", "asin": "B095ZJBLP3", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Andecor Soft Fluffy Bedroom Rugs, 4 x 6 Feet Indoor Shaggy Plush Area Rug for Boys Girls Kids Baby College Dorm Living Room Home Decor Floor Carpet, Grey", "asin": "B07PLCSM5J", "price": "$9.54", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Small Black Area Rug, 2x3 Rug for Bedroom Shaggy Throw Rugs for Dorm Rug, Soft Shag Carpet for Kids Room, Plush Comfy Fluffy Bedside Rug for Home Decor Aesthetic", "asin": "B0D1VJ3KMF", "price": "$7.59", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Machine Washable Rugs 3x5 Boho Small Area Rug for Bedroom,TPR 3'x5' Non Slip Rugs for Under Table Carpet for Laundry Kids Dining Room 3x5 Grey", "asin": "B0DTFXZZ93", "price": "$28.99", "delivery": "FREE delivery Tue, Apr 15 Only 4 left in stock - order soon."},
{"title": "Camel Plush Shag Faux Rabbit Washable Fuzzy Fur Rugs for Living Room Bedroom Kids Circle Small Nursery Area Rug Round Rug 3ft", "asin": "B0BZXGKLQB", "price": "$21.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Washable Area Rug 4x6 | Non Slip Area Rug for Living Room, Bedrooms, Dining Room | Ultra-Soft Flannel Carpet Area with Rubber Backing (Light Grey, 4x6)", "asin": "B0DLR78WCH", "price": "$49.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Ophanie Small Rug Throw Non Slip Rugs for Bedroom, Mini Area Rug, Fluffy Grey Carpet, Affordable Door Entryway Indoor Inside Front Entrance Dog 2x3 Mat, Home Decor Aesthetic, Nursery", "asin": "B0DCZTP68L", "price": "$7.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "LOCHAS Ultra Soft Indoor Modern Area Rugs Fluffy Living Room Carpets for Children Bedroom Home Decor Nursery Rug 4x5.3 Feet, Gray", "asin": "B06XCF7QFR", "price": "$12.10", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Noahas Fluffy Grey Rugs for Bedroom Living Room,2.6'X5.3' Oval Throw Rug for Kids Room,Shag Hallway Runner Rug,Small Soft Shaggy Bedside Non-Slip Plush Nursery Dorm Carpet Home Decor Aesthetic", "asin": "B06XQWQCD3", "price": "$13.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "HQAYW Fluffy Rug for Bedroom Living Room,4x6 Shag Area Rugs for Bedroom, Soft Fluffy Shaggy Bedside Rug,Indoor Floor Carpet for Kids Girls and Boys, Dorms, Nursery, Home Decor Aesthetic,Grey", "asin": "B0DPJ33WDZ", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TABAYON Shaggy Tie Dyed Light Grey Rug, 2x3 Area Rugs for Living Room, Anti-Skid Extra Comfy Fluffy Floor Carpet for Indoor Home Decorative", "asin": "B09MVZ7VCN", "price": "$9.98", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 20 left in stock - order soon."},
{"title": "Lahome Green Area Rugs 3x5,Non-Slip Bathroom Rugs,Washable Small Rugs for Bedroom,Boho Modern Abstract Soft Non-Slip Low-Pile Indoor Area Rug for Kitchen Entryway(3'x5',Green)", "asin": "B0D8PVT8Z5", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Anidaroel Area Rug 4x6 Washable Living Room Rugs, Soft Boho Rug for Bedroom, Non Slip Stain Resistant Indoor Throw Carpet, Distressed Entryway Kitchen Rugs for Apartment Dining Room, Dark Green", "asin": "B0CP2BNCTZ", "price": "$38.69", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Lahome Washable Area Rugs 5x7 Green Rugs for Living Room,Boho Rug for Bedroom,Dining Room Carpet for Under Table, Distressed Non Slip Low Pile Carpet for Indoor Home Office Nursery(5'x7',Green)", "asin": "B0D6FP4WPM", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Soft Fluffy 5x7 Shag Area Rugs for Bedroom, Plush Fuzzy Shaggy Rugs for Living Room Classroom Nursery Dorm Room Home Decor, Anti-Skid Rugs for Kids Girls Boys Room, Cream White", "asin": "B0CBQG5C68", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "LOCHAS Fluffy Bedroom Rug 2.6' x 5.3', Shaggy Area Rug for Bedroom Bedside, Soft Oval Throw Rugs Carpet for Living Room Kids Girls Home Decor", "asin": "B01N7DNQG4", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Andecor Soft Area Rug, 4x6 Grey Washable Rugs for Living Room Bedroom, Indoor Fluffy Carpets for Dorm Boys Girls Kids Room Nursery Home Decorations", "asin": "B0CLDD5H9N", "price": "$23.79", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "OLANLY 2x3 Machine Washable Small Bedside Rug, Soft Fluffy Shaggy Entryway Throw Rugs for Bedroom, Living Room, Indoor Floor Carpet for Kids Girls and Boys, Nursery Rooms, Home Decor Aesthetic, Grey", "asin": "B0D9GF75NK", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Area Rug Living Room Rugs: 5x7 Machine Washable Boho Large Neutral Farmhouse Stain Resistant Moroccan Indoor Floor Carpet for Bedroom Nursery Dorm Classroom Playroom Dining Room Home House- Brown", "asin": "B0CQYM7VP8", "price": "$69.99", "delivery": "FREE delivery Tue, Apr 15 Only 12 left in stock - order soon."},
{"title": "Unique Loom Outdoor Border Collection Area Rug - Multi Border (4' 1\" x 6' 1\" Rectangle, Tan/ Light Brown)", "asin": "B074XMMG19", "price": "$65.47", "delivery": "FREE delivery Wed, Apr 16 for Prime members"},
{"title": "DweIke Fluffy Area Rug for Living Room Bedroom, 3x5 Sage Green Carpet for Rooms, Soft Shaggy Plush Rugs for Kids Girls Boys, Fuzzy Shag Indoor Floor Carpets for Home Dorm Decor Aesthetic", "asin": "B08Z84XJBM", "price": "$22.79", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "TWINNIS 4x6 Large Shag Area Rugs for Living Room Bedroom, Tie-Dye Light Grey Indoor Super Soft Fuzzy Plush Rugs, Upgrade Anti-Skid Modern Rugs Fluffy Carpets for Kids Room Nursery Home Decor", "asin": "B0CDLT6GH6", "price": "$24.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Grey White Rug for Living Room Fluffy 4x6 ft Bedroom Rug Non-Slip Fuzzy Area Rugs Shag Carpet for Nursery Kids Play Room Dorm Office Indoor 1.7'' Thick Soft Modern Plush Carpets Gray", "asin": "B0D99YKVJS", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "MOONLIGHT20015 Small Area Rugs for Living Room \u2013 Soft & Fluffy Entryway Beige 2x3 Shaggy Carpet, Non-Slip Indoor Floor Rug for Bedroom, Nursery, and Kids Room \u2013 Modern Aesthetic Home Decor", "asin": "B0DK418ZTL", "price": "$13.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Grey Shaggy Rugs for Bedroom Living Room, 4x5.9 Feet Super Soft Fluffy Fuzzy Area Rug for Kids Baby Nursery, Modern Indoor Plush Carpet for Home Decor, Floor Furry Rugs for Children Dorm Rug", "asin": "B096RC8F6Z", "price": "$17.09", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Soft Runner Rugs for Bedroom Hallways with Upgraded Non-Slip Rubber Backing & Thick Memory Sponge, 2x6 Feet Fluffy Shag Throw Area Rug for Bedside Dorm Dark Grey", "asin": "B0DNMHVJ6Q", "price": "$17.92", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "HOMORE Small Rugs for Bedroom 2x3 Feet Beige Rug for Bedroom Bedside Soft Fluffy Area Rugs for Desk Indoor Entrance Door Mat, Small Runner Rugs and Carpets for Dorm Nursery, Light Tan", "asin": "B0DDNPBZCP", "price": "$13.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Ophanie Upgrade 5x8 Rugs for Living Room,Grey Fluffy Carpet Large Fuzzy Plush Shag Comfy Soft, Non-Slip Indoor Floor Carpet,for Kids Boys Girls, Room,Bedroom,Playroom, Home Decor Aesthetic", "asin": "B0DG23ZRCF", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hutha 4x6 Large Area Rugs for Living Room, Super Soft Fluffy Modern Bedroom Rug, Tie-Dyed Light Grey Indoor Shag Fuzzy Carpets for Girls Kids Nursery Room Home Decor", "asin": "B0BLHJZSX8", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Zentavio 2x3 Rug Bedside Dorm Area Rug College Essentials Non Slip Grey Small Carpets for Bedroom Anti Slip Fluffy Gray Living Room Rugs Home Decor Aesthetic Nursery", "asin": "B0DC6HLS6R", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Keeko 2x3 Grey Area Rugs for Bedroom Living Room, Soft Modern Indoor Throw Rugs Low Pile Fluffy Small Rug Door Mat Washable Non Slip Entryway Rug Carpet for Nursery Home Kids Room Decor", "asin": "B0D2DHFH2M", "price": "$14.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "YJ.GWL Shag Runner Rug Non Slip for Bedroom Living Room Soft Small Rugs for Dorm, 2x6 Feet Grey Plush Carpet Runner for Nursery Dorm, Fuzzy Bedside Rug for Kids Boys Girls Room Home Decor", "asin": "B0BNDS6HLM", "price": "$13.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Large Ultra Soft Modern Area Rugs for Living Room Bedroom, 4x6 Feet Dark Grey Thickened Memory Foam Indoor Solid Minimalist Carpets, Non-Slip Comfy Rug for Boys Girls Nursery Room Home Decor", "asin": "B0CYZ9SPQ5", "price": "$28.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "H.VERSAILTEX Area Rugs for Living Room 5x7 Feet Fluffy Shag Large Fuzzy Plush Soft Throw Rug, Modern Large Shaggy Floor Big Carpets for Bedroom, Kids Home Decor Aesthetic, Nursery, French Oak", "asin": "B0D22LNXFB", "price": "$105.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Gray Rugs for Bedroom Living Room, 4x6 ft Grey Area Rug, Washable Memory Foam Indoor Carpet, Modern Aesthetic Minimalist Non-Slip Carpets for Boys Girls Adults Home Decor", "asin": "B0DJ8YNPSF", "price": "$27.54", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "TWINNIS Large Area Rugs for Living Room Bedroom, 5x8 Feet, Super Soft Indoor Thickened Memory-Foam Carpets Easy-Cleaning, Modern Aesthetic Minimalist Comfy Rug for Kids Room Home Decor, Dark Grey", "asin": "B0D5YDMGVJ", "price": "$44.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "junovo Small Fluffy Area Rugs Shaggy Living Room Rug Soft Fuzzy Shag Carpet Bedside Rug Floor Mat for Nursery Dorm Home Decor Aesthetic, 2x3 Feet,Black", "asin": "B0DBQD7BLP", "price": "$7.97", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "HEBE Washable Area Rug - 3'x5' Non Slip Soft Distressed Medallion Bedroom & Living Room Accent Throw Vintage Entry Floor Carpet for Dining Room & Bathroom Entryway", "asin": "B0C8M1W8HV", "price": "$33.29", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Small Black Area Rug 2x3 Fluffy Shaggy Rug for Bedroom, Soft Indoor Floor Throw Carpet for Nursery Boys Girls Kids Room Bedside Dorm Modern Aesthetic Home Decor, Upgraded Non-Slip", "asin": "B0DRS6BX34", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Pettop Area Rugs for Bedroom Living Room, 4x6 Grey Thickened Memory-Foam Indoor Carpets, Modern Aesthetic Minimalist Super Soft Comfy Carpet for Boys Girls Adults Room Dorm Home Decor", "asin": "B0CW1JKRC5", "price": "$28.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Softlife Fluffy Rugs for Bedroom, Shag Cute Area Rug for Girls and Kids Baby Room Home Decor, 2.6 x 5.3 Feet Oval Indoor Carpet for Nursery Dorm Living Room, Grey", "asin": "B072BP5NG6", "price": "$20.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Keeko Small Bedroom Runner Rug 2x4, Grey Fluffy Bedside Rugs for Kids Room Nursery Living Room Shag Entryway Throw Rug Fuzzy Indoor Area Carpet Cute Rugs for Boy Baby Girl Room Dorm Decor", "asin": "B09WJ42XS1", "price": "$12.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Toneed Fluffy Runner Rug for Bedroom Living Room, 2 x 6 Feet Gray Shaggy Rug Super Soft Modern Indoor Area Rug Fuzzy Plush Carpet for Dorm Nursery Kids Room Home Decorative", "asin": "B0C3QZKV76", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Lascpt Super Soft Shag Area Rug for Living Room, 3x5 ft Grey Rug for Girls Bedroom, Modern Plush Throw Rug for Kids Room, Fuzzy Floor Carpet for Indoor Dorms Office Nursery Women Home Decor", "asin": "B0967Q5TJR", "price": "$18.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Ophanie Small Throw Rugs for Bedroom, 2x3 Non Slip Mini Area Rug, Affordable Fluffy Grey Carpet, Door Entryway Indoor Inside Front Entrance Dog Mat, Home Decor Aesthetic, Nursery", "asin": "B0852XDNKT", "price": "$7.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Area Rugs for Bedroom Living Room, 4x6 Soft Large Fluffy Fuzzy Shag Plush Furry Carpet, Soft Indoor Floor Mat for Kids Nursery Home Dorm Office Decor Aesthetic, Light Grey", "asin": "B0DHXLX7DN", "price": "$18.04", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Kelarea Super Soft Shaggy Rug Fluffy Bedroom Carpets, 3x5 Feet Grey, Modern Indoor Fuzzy Plush Area Rugs for Living Room Dorm Home Decorative Kids Girls Children's Floor Rugs", "asin": "B09581QVM2", "price": "$17.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "PAGISOFE Grey Fluffy Rugs for Bedroom 4x6 Area Rug Shag Rug for Kids Room Furry Carpet Modern Living Room Rug Soft Shaggy Boys Rug Fuzzy Throw Rugs for Home Decor Aesthetic, Dorm Nursery Gray", "asin": "B0CCSHZSKY", "price": "$14.39", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Rostyle Fluffy Small Black Rug for Bedroom, 2x3 Shaggy Carpet, Thick Throw, Fuzzy Dorm, Soft Indoor Floor for Kids Room Decor Aesthetic", "asin": "B0CW9DWD7N", "price": "$9.96", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Jelymark Shag Moroccan Area Rug for Living Room, 4x6 Feet Modern Geometric Rug, Fluffy Distressed Faux Wool Floor Carpet, Memory Foam Rug for Bedroom Nursery Kids Room Home Decor, Light Grey/White", "asin": "B0CH3M1M65", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Tepook Super Soft Fluffy Rug for Bedroom, Modern Shaggy Rug Fuzzy Kids Rug for Living Room, Plush Indoor Nursery Home Decor Rug with Non-Slip Bottom, Grey, 2 X 3 Feet", "asin": "B094Z9BT28", "price": "$9.98", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "3x5 Grey Fluffy Shag Rug for Bedroom Soft Plush Fuzzy Washable Non Slip Carpet, Modern Floor Cozy Furry Shaggy Small Area Rug for Living Room, Kids Baby Boys Girls Nursery Dorm Room", "asin": "B0D97NJ967", "price": "$12.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Large Area Rugs for Living Room, 6x9 Feet Fluffy Shag Fuzzy Plush Soft Bedroom Area Rugs, Indoor Floor Carpet for Kids Boys Girls Dorm Nursery Home Decor Aesthetic, Tie-Dyed Dark Gray", "asin": "B0C7VPNLB6", "price": "$59.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "junovo Oval Fluffy Ultra Soft Area Rugs for Bedroom Plush Shaggy Carpet for Kids Room Bedside Nursery Mats, 2.6 x 5.3ft, Grey", "asin": "B0734LM76M", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Washable Rug for Bedroom, 2x6 Grey Fluffy Runner Rugs, Super Soft Modern Indoor Hallway Runner Carpet for Living Room Kids Boys Girls Dorm Bedside Nursery Home Decor, Grey/White", "asin": "B0D69PKNFC", "price": "$22.49", "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": "2025-04-13T04:33:06.441Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-13T04:33:06.441Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-13T04:33:06.441Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 126,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": 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order soon.\"},\n{\"title\": \"Camel Plush Shag Faux Rabbit Washable Fuzzy Fur Rugs for Living Room Bedroom Kids Circle Small Nursery Area Rug Round Rug 3ft\", \"asin\": \"B0BZXGKLQB\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Washable Area Rug 4x6 | Non Slip Area Rug for Living Room, Bedrooms, Dining Room | Ultra-Soft Flannel Carpet Area with Rubber Backing (Light Grey, 4x6)\", \"asin\": \"B0DLR78WCH\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Ophanie Small Rug Throw Non Slip Rugs for Bedroom, Mini Area Rug, Fluffy Grey Carpet, Affordable Door Entryway Indoor Inside Front Entrance Dog 2x3 Mat, Home Decor Aesthetic, Nursery\", \"asin\": \"B0DCZTP68L\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"LOCHAS Ultra Soft Indoor Modern Area Rugs Fluffy Living Room Carpets for Children Bedroom Home Decor Nursery Rug 4x5.3 Feet, Gray\", \"asin\": \"B06XCF7QFR\", \"price\": \"$12.10\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Noahas Fluffy Grey Rugs for Bedroom Living Room,2.6'X5.3' Oval Throw Rug for Kids Room,Shag Hallway Runner Rug,Small Soft Shaggy Bedside Non-Slip Plush Nursery Dorm Carpet Home Decor Aesthetic\", \"asin\": \"B06XQWQCD3\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"HQAYW Fluffy Rug for Bedroom Living Room,4x6 Shag Area Rugs for Bedroom, Soft Fluffy Shaggy Bedside Rug,Indoor Floor Carpet for Kids Girls and Boys, Dorms, Nursery, Home Decor Aesthetic,Grey\", \"asin\": \"B0DPJ33WDZ\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"TABAYON Shaggy Tie Dyed Light Grey Rug, 2x3 Area Rugs for Living Room, Anti-Skid Extra Comfy Fluffy Floor Carpet for Indoor Home Decorative\", \"asin\": \"B09MVZ7VCN\", \"price\": \"$9.98\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 20 left in stock - order soon.\"},\n{\"title\": \"Lahome Green Area Rugs 3x5,Non-Slip Bathroom Rugs,Washable Small Rugs for Bedroom,Boho Modern Abstract Soft Non-Slip Low-Pile Indoor Area Rug for Kitchen Entryway(3'x5',Green)\", \"asin\": \"B0D8PVT8Z5\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Anidaroel Area Rug 4x6 Washable Living Room Rugs, Soft Boho Rug for Bedroom, Non Slip Stain Resistant Indoor Throw Carpet, Distressed Entryway Kitchen Rugs for Apartment Dining Room, Dark Green\", \"asin\": \"B0CP2BNCTZ\", \"price\": \"$38.69\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Lahome Washable Area Rugs 5x7 Green Rugs for Living Room,Boho Rug for Bedroom,Dining Room Carpet for Under Table, Distressed Non Slip Low Pile Carpet for Indoor Home Office Nursery(5'x7',Green)\", \"asin\": \"B0D6FP4WPM\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Soft Fluffy 5x7 Shag Area Rugs for Bedroom, Plush Fuzzy Shaggy Rugs for Living Room Classroom Nursery Dorm Room Home Decor, Anti-Skid Rugs for Kids Girls Boys Room, Cream White\", \"asin\": \"B0CBQG5C68\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"LOCHAS Fluffy Bedroom Rug 2.6' x 5.3', Shaggy Area Rug for Bedroom Bedside, Soft Oval Throw Rugs Carpet for Living Room Kids Girls Home Decor\", \"asin\": \"B01N7DNQG4\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Andecor Soft Area Rug, 4x6 Grey Washable Rugs for Living Room Bedroom, Indoor Fluffy Carpets for Dorm Boys Girls Kids Room Nursery Home Decorations\", \"asin\": \"B0CLDD5H9N\", \"price\": \"$23.79\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"OLANLY 2x3 Machine Washable Small Bedside Rug, Soft Fluffy Shaggy Entryway Throw Rugs for Bedroom, Living Room, Indoor Floor Carpet for Kids Girls and Boys, Nursery Rooms, Home Decor Aesthetic, Grey\", \"asin\": \"B0D9GF75NK\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Area Rug Living Room Rugs: 5x7 Machine Washable Boho Large Neutral Farmhouse Stain Resistant Moroccan Indoor Floor Carpet for Bedroom Nursery Dorm Classroom Playroom Dining Room Home House- Brown\", \"asin\": \"B0CQYM7VP8\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 12 left in stock - order soon.\"},\n{\"title\": \"Unique Loom Outdoor Border Collection Area Rug - Multi Border (4' 1\\\" x 6' 1\\\" Rectangle, Tan/ Light Brown)\", \"asin\": \"B074XMMG19\", \"price\": \"$65.47\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n{\"title\": \"DweIke Fluffy Area Rug for Living Room Bedroom, 3x5 Sage Green Carpet for Rooms, Soft Shaggy Plush Rugs for Kids Girls Boys, Fuzzy Shag Indoor Floor Carpets for Home Dorm Decor Aesthetic\", \"asin\": \"B08Z84XJBM\", \"price\": \"$22.79\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"TWINNIS 4x6 Large Shag Area Rugs for Living Room Bedroom, Tie-Dye Light Grey Indoor Super Soft Fuzzy Plush Rugs, Upgrade Anti-Skid Modern Rugs Fluffy Carpets for Kids Room Nursery Home Decor\", \"asin\": \"B0CDLT6GH6\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Grey White Rug for Living Room Fluffy 4x6 ft Bedroom Rug Non-Slip Fuzzy Area Rugs Shag Carpet for Nursery Kids Play Room Dorm Office Indoor 1.7'' Thick Soft Modern Plush Carpets Gray\", \"asin\": \"B0D99YKVJS\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"MOONLIGHT20015 Small Area Rugs for Living Room \\u2013 Soft & Fluffy Entryway Beige 2x3 Shaggy Carpet, Non-Slip Indoor Floor Rug for Bedroom, Nursery, and Kids Room \\u2013 Modern Aesthetic Home Decor\", \"asin\": \"B0DK418ZTL\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Grey Shaggy Rugs for Bedroom Living Room, 4x5.9 Feet Super Soft Fluffy Fuzzy Area Rug for Kids Baby Nursery, Modern Indoor Plush Carpet for Home Decor, Floor Furry Rugs for Children Dorm Rug\", \"asin\": \"B096RC8F6Z\", \"price\": \"$17.09\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Soft Runner Rugs for Bedroom Hallways with Upgraded Non-Slip Rubber Backing & Thick Memory Sponge, 2x6 Feet Fluffy Shag Throw Area Rug for Bedside Dorm Dark Grey\", \"asin\": \"B0DNMHVJ6Q\", \"price\": \"$17.92\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"HOMORE Small Rugs for Bedroom 2x3 Feet Beige Rug for Bedroom Bedside Soft Fluffy Area Rugs for Desk Indoor Entrance Door Mat, Small Runner Rugs and Carpets for Dorm Nursery, Light Tan\", \"asin\": \"B0DDNPBZCP\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Ophanie Upgrade 5x8 Rugs for Living Room,Grey Fluffy Carpet Large Fuzzy Plush Shag Comfy Soft, Non-Slip Indoor Floor Carpet,for Kids Boys Girls, Room,Bedroom,Playroom, Home Decor Aesthetic\", \"asin\": \"B0DG23ZRCF\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hutha 4x6 Large Area Rugs for Living Room, Super Soft Fluffy Modern Bedroom Rug, Tie-Dyed Light Grey Indoor Shag Fuzzy Carpets for Girls Kids Nursery Room Home Decor\", \"asin\": \"B0BLHJZSX8\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Zentavio 2x3 Rug Bedside Dorm Area Rug College Essentials Non Slip Grey Small Carpets for Bedroom Anti Slip Fluffy Gray Living Room Rugs Home Decor Aesthetic Nursery\", \"asin\": \"B0DC6HLS6R\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Keeko 2x3 Grey Area Rugs for Bedroom Living Room, Soft Modern Indoor Throw Rugs Low Pile Fluffy Small Rug Door Mat Washable Non Slip Entryway Rug Carpet for Nursery Home Kids Room Decor\", \"asin\": \"B0D2DHFH2M\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"YJ.GWL Shag Runner Rug Non Slip for Bedroom Living Room Soft Small Rugs for Dorm, 2x6 Feet Grey Plush Carpet Runner for Nursery Dorm, Fuzzy Bedside Rug for Kids Boys Girls Room Home Decor\", \"asin\": \"B0BNDS6HLM\", \"price\": \"$13.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Large Ultra Soft Modern Area Rugs for Living Room Bedroom, 4x6 Feet Dark Grey Thickened Memory Foam Indoor Solid Minimalist Carpets, Non-Slip Comfy Rug for Boys Girls Nursery Room Home Decor\", \"asin\": \"B0CYZ9SPQ5\", \"price\": \"$28.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"H.VERSAILTEX Area Rugs for Living Room 5x7 Feet Fluffy Shag Large Fuzzy Plush Soft Throw Rug, Modern Large Shaggy Floor Big Carpets for Bedroom, Kids Home Decor Aesthetic, Nursery, French Oak\", \"asin\": \"B0D22LNXFB\", \"price\": \"$105.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Gray Rugs for Bedroom Living Room, 4x6 ft Grey Area Rug, Washable Memory Foam Indoor Carpet, Modern Aesthetic Minimalist Non-Slip Carpets for Boys Girls Adults Home Decor\", \"asin\": \"B0DJ8YNPSF\", \"price\": \"$27.54\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"TWINNIS Large Area Rugs for Living Room Bedroom, 5x8 Feet, Super Soft Indoor Thickened Memory-Foam Carpets Easy-Cleaning, Modern Aesthetic Minimalist Comfy Rug for Kids Room Home Decor, Dark Grey\", \"asin\": \"B0D5YDMGVJ\", \"price\": \"$44.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"junovo Small Fluffy Area Rugs Shaggy Living Room Rug Soft Fuzzy Shag Carpet Bedside Rug Floor Mat for Nursery Dorm Home Decor Aesthetic, 2x3 Feet,Black\", \"asin\": \"B0DBQD7BLP\", \"price\": \"$7.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"HEBE Washable Area Rug - 3'x5' Non Slip Soft Distressed Medallion Bedroom & Living Room Accent Throw Vintage Entry Floor Carpet for Dining Room & Bathroom Entryway\", \"asin\": \"B0C8M1W8HV\", \"price\": \"$33.29\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Small Black Area Rug 2x3 Fluffy Shaggy Rug for Bedroom, Soft Indoor Floor Throw Carpet for Nursery Boys Girls Kids Room Bedside Dorm Modern Aesthetic Home Decor, Upgraded Non-Slip\", \"asin\": \"B0DRS6BX34\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Pettop Area Rugs for Bedroom Living Room, 4x6 Grey Thickened Memory-Foam Indoor Carpets, Modern Aesthetic Minimalist Super Soft Comfy Carpet for Boys Girls Adults Room Dorm Home Decor\", \"asin\": \"B0CW1JKRC5\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Softlife Fluffy Rugs for Bedroom, Shag Cute Area Rug for Girls and Kids Baby Room Home Decor, 2.6 x 5.3 Feet Oval Indoor Carpet for Nursery Dorm Living Room, Grey\", \"asin\": \"B072BP5NG6\", \"price\": \"$20.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Keeko Small Bedroom Runner Rug 2x4, Grey Fluffy Bedside Rugs for Kids Room Nursery Living Room Shag Entryway Throw Rug Fuzzy Indoor Area Carpet Cute Rugs for Boy Baby Girl Room Dorm Decor\", \"asin\": \"B09WJ42XS1\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Toneed Fluffy Runner Rug for Bedroom Living Room, 2 x 6 Feet Gray Shaggy Rug Super Soft Modern Indoor Area Rug Fuzzy Plush Carpet for Dorm Nursery Kids Room Home Decorative\", \"asin\": \"B0C3QZKV76\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Lascpt Super Soft Shag Area Rug for Living Room, 3x5 ft Grey Rug for Girls Bedroom, Modern Plush Throw Rug for Kids Room, Fuzzy Floor Carpet for Indoor Dorms Office Nursery Women Home Decor\", \"asin\": \"B0967Q5TJR\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Ophanie Small Throw Rugs for Bedroom, 2x3 Non Slip Mini Area Rug, Affordable Fluffy Grey Carpet, Door Entryway Indoor Inside Front Entrance Dog Mat, Home Decor Aesthetic, Nursery\", \"asin\": \"B0852XDNKT\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Area Rugs for Bedroom Living Room, 4x6 Soft Large Fluffy Fuzzy Shag Plush Furry Carpet, Soft Indoor Floor Mat for Kids Nursery Home Dorm Office Decor Aesthetic, Light Grey\", \"asin\": \"B0DHXLX7DN\", \"price\": \"$18.04\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Kelarea Super Soft Shaggy Rug Fluffy Bedroom Carpets, 3x5 Feet Grey, Modern Indoor Fuzzy Plush Area Rugs for Living Room Dorm Home Decorative Kids Girls Children's Floor Rugs\", \"asin\": \"B09581QVM2\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"PAGISOFE Grey Fluffy Rugs for Bedroom 4x6 Area Rug Shag Rug for Kids Room Furry Carpet Modern Living Room Rug Soft Shaggy Boys Rug Fuzzy Throw Rugs for Home Decor Aesthetic, Dorm Nursery Gray\", \"asin\": \"B0CCSHZSKY\", \"price\": \"$14.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Rostyle Fluffy Small Black Rug for Bedroom, 2x3 Shaggy Carpet, Thick Throw, Fuzzy Dorm, Soft Indoor Floor for Kids Room Decor Aesthetic\", \"asin\": \"B0CW9DWD7N\", \"price\": \"$9.96\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Jelymark Shag Moroccan Area Rug for Living Room, 4x6 Feet Modern Geometric Rug, Fluffy Distressed Faux Wool Floor Carpet, Memory Foam Rug for Bedroom Nursery Kids Room Home Decor, Light Grey/White\", \"asin\": \"B0CH3M1M65\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Tepook Super Soft Fluffy Rug for Bedroom, Modern Shaggy Rug Fuzzy Kids Rug for Living Room, Plush Indoor Nursery Home Decor Rug with Non-Slip Bottom, Grey, 2 X 3 Feet\", \"asin\": \"B094Z9BT28\", \"price\": \"$9.98\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"3x5 Grey Fluffy Shag Rug for Bedroom Soft Plush Fuzzy Washable Non Slip Carpet, Modern Floor Cozy Furry Shaggy Small Area Rug for Living Room, Kids Baby Boys Girls Nursery Dorm Room\", \"asin\": \"B0D97NJ967\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Large Area Rugs for Living Room, 6x9 Feet Fluffy Shag Fuzzy Plush Soft Bedroom Area Rugs, Indoor Floor Carpet for Kids Boys Girls Dorm Nursery Home Decor Aesthetic, Tie-Dyed Dark Gray\", \"asin\": \"B0C7VPNLB6\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"junovo Oval Fluffy Ultra Soft Area Rugs for Bedroom Plush Shaggy Carpet for Kids Room Bedside Nursery Mats, 2.6 x 5.3ft, Grey\", \"asin\": \"B0734LM76M\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Washable Rug for Bedroom, 2x6 Grey Fluffy Runner Rugs, Super Soft Modern Indoor Hallway Runner Carpet for Living Room Kids Boys Girls Dorm Bedside Nursery Home Decor, Grey/White\", \"asin\": \"B0D69PKNFC\", \"price\": \"$22.49\", \"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\": \"2025-04-13T04:33:06.441Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T02:47:24.499Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T02:47:24.499Z
|
input
|
登山鞋
|
rule
|
train
| 127 |
2025-04-14T02:47:24.499Z
|
input
|
登山鞋
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"}
{"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"}
{"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"}
{"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"}
{"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T02:47:24.499Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-14T02:47:24.499Z\",\"action\": \"input\",\"acion_argument\": \"登山鞋\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T02:47:24.499Z\",\"action\": \"input\",\"acion_argument\": \"登山鞋\",}</answer>",
"index": 127,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T02:47:24.499Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u767b\\u5c71\\u978b\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T02:47:24.732Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T02:47:24.732Z
|
click
|
search
|
rule
|
train
| 128 |
2025-04-14T02:47:24.732Z
|
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": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"}
{"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"}
{"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"}
{"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"}
{"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "\u767b\u5c71\u978b"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T02:47:24.732Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-14T02:47:24.732Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T02:47:24.732Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 128,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u767b\\u5c71\\u978b\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T02:47:24.732Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"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\": \"\\u767b\\u5c71\\u978b\"}],\n\"promotion_items\": [{\"title\": \"Dbeck\\nExplorer Waterproof Lightweight Mens Outdoor Shoes for Hiking Italian Handmade Suede High Top Boots Non-Slip Barefoot Ankle Boots\", \"asin\": \"B0DB88QPVF\", \"price\": \"$73.99\", \"quantity\": \"\"},\n{\"title\": \"Timberland PRO\\n6IN Direct Attach Men's Soft Toe MaxTrax Slip-Resistant Work Boot\", \"asin\": \"B07VWXXR26\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Kapsen\\nMen's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes\", \"asin\": \"B0BCYSRK47\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"OUTJET\\nMen's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot\", \"asin\": \"B0DJSMP99J\", \"price\": \"$49.98\", \"quantity\": \"\"},\n{\"title\": \"Timberland\\nMens White Ledge Mid Waterproof\", \"asin\": \"B000VX6Y2O\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"OUTJET\\nMen's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot\", \"asin\": \"B0DJSMP99J\", \"price\": \"$49.98\", \"quantity\": \"\"},\n{\"title\": \"Alvada\\nMerino Wool Hiking Socks Thermal Warm Crew Winter Boot Sock For Men & Women 3 Pairs\", \"asin\": \"B07F3FFTMK\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Timberland\\nMens White Ledge Mid Waterproof\", \"asin\": \"B000VX6Y3S\", \"price\": \"$99.95\", \"quantity\": \"\"},\n{\"title\": \"EBMORE\\n5 Pairs Womens Merino Wool Thermal Socks Winter Thick Warm Hiking Cozy Crew Comfy Boot Socks\", \"asin\": \"B01N1EJK4U\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Kricely\\nMen's Low Top Hiking Shoes Waterproof Suede Lightweight Anti Slip Trekking Shoes for Outdoor Trailing Camping Backpacking Running Walking\", \"asin\": \"B0DPZKV2DW\", \"price\": \"$42.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Avi-Verge Mens Sneakers - Cross Trainer Mens Tennis Shoes, Pickleball or Walking Shoes for Men, Medium or Extra Wide Width Court Shoes Size 7 to 16\", \"asin\": \"B07B81DX32\", \"price\": \"$49.97\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot\", \"asin\": \"B0DJSMP99J\", \"price\": \"$49.98\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Water Shoes Aqua Swim Shoes Mens Womens Beach Sports Quick Dry Barefoot for Boating Fishing Diving Surfing\", \"asin\": \"B07QBYRW1B\", \"price\": \"$28.49\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Amphibious Water Shoes | Quick Drying | Casual-Style Inspired\", \"asin\": \"B0C1NHR5F5\", \"price\": \"$35.09\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Running Shoes Ultra Lightweight Breathable Comfortable Walking Shoes Casual Fashion Sneakers Mesh Workout Shoes\", \"asin\": \"B09G9ZR4JF\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Ankle High Waterproof Hiking Boots Outdoor Lightweight Shoes Trekking Trails Armadillo\", \"asin\": \"B07L5KB8BW\", \"price\": \"$61.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Crestwood Waterproof Hiking Shoe\", \"asin\": \"B0787HHS7Z\", \"price\": \"$52.49\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 3 Hiking Shoe\", \"asin\": \"B098KH1P14\", \"price\": \"$87.97\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"Men's Low Top Waterproof Hiking Shoes Trekking Trails Outdoor Work Shoes\", \"asin\": \"B07L5H7WYJ\", \"price\": \"$38.68\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Discontinued Newton Ridge Plus Waterproof Amped\", \"asin\": \"B01HEH31OI\", \"price\": \"$74.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Voyageur Low Height Breathable Hiking Shoe\", \"asin\": \"B06ZZ4Q74T\", \"price\": \"$79.97\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Women's Comfortable Slip Resistant Service Shoe\", \"asin\": \"B09RXJ713B\", \"price\": \"$43.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Water Shoes Women Men Quick Drying Swim Beach Aqua Shoes for Water Sport Diving Hiking Sailing Travel\", \"asin\": \"B083ZX7G5T\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"6IN Direct Attach Men's Soft Toe MaxTrax Slip-Resistant Work Boot\", \"asin\": \"B07VWXXR26\", \"price\": \"$149.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes\", \"asin\": \"B0BCYSRK47\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 17 - 20 for Prime members\"},\n{\"title\": \"Men's Newton Ridge Bc Hiking Shoe\", \"asin\": \"B0BKZ21YSN\", \"price\": \"$80.97\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Terrex AX4 Hiking Shoe\", \"asin\": \"B09VCKBJZD\", \"price\": \"$100.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Boots Outdoor Mid Trekking Lightweight Mountaineering Shoes Paladin\", \"asin\": \"B0CC8X9T96\", \"price\": \"$56.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 3 Hiking Shoe\", \"asin\": \"B098KHW1V7\", \"price\": \"$99.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Explorer Waterproof Lightweight Mens Outdoor Shoes for Hiking Italian Handmade Suede High Top Boots Non-Slip Barefoot Ankle Boots\", \"asin\": \"B0DB88QPVF\", \"price\": \"$73.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 1 left in stock - order soon.\"},\n{\"title\": \"Mens White Ledge Mid Waterproof\", \"asin\": \"B000VX6Y2O\", \"price\": \"$99.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Welding Work Boots for Men Slip on Steel Toe Shoes for Men Indestructible Steel Toe Boots Welder Men's Work Shoes Fireproof Safety Footwear for Construction Men's Work & Safety Footwear\", \"asin\": \"B0C556167H\", \"price\": \"$53.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Water Shoes for Women Men Quick-Dry Aqua Shoes Men's Hiking Water Shoes Women's Beach Shoes Lightweight Water Sports Shoes for Swimming Fishing Kayaking\", \"asin\": \"B0BN42G9ZZ\", \"price\": \"$36.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 2 Vent Hiking Shoe\", \"asin\": \"B01HFPP4KI\", \"price\": \"$105.05\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Shoes Lightweight Anti Slip Outdoor Ankle Boots Breathable Hike Trekking Trails Shoe\", \"asin\": \"B0D56ZYWMP\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"Men's Targhee 3 Low Height Waterproof Hiking Shoe\", \"asin\": \"B01N350YIK\", \"price\": \"$100.28\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens White Ledge Mid Waterproof\", \"asin\": \"B000VX6Y3S\", \"price\": \"$99.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Water Shoes Men Quick Drying Outdoor Hiking Barefoot Boat Footwear Aqua Shoes for Water Sport Waders Diving Hiking Sailing Travel Beach Wading Swimming Fishing Kayaking\", \"asin\": \"B0DPCGGCPH\", \"price\": \"$37.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Merino Wool Hiking Socks Thermal Warm Crew Winter Boot Sock For Men & Women 3 Pairs\", \"asin\": \"B07F3FFTMK\", \"price\": \"$17.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Shoes Leather Low-Top Hiking Shoes for Outdoor Trailing Trekking Camping Walking Quest\", \"asin\": \"B08P6NGG2H\", \"price\": \"$46.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Hiking Shoes Men Lightweight Non-Slip Breathable Sneakers Low Top Walking Shoes for Outdoor Trailing Trekking Walking Climbing\", \"asin\": \"B08Q77K84W\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Facet 75 Outdry Hiking Shoe\", \"asin\": \"B0CLW8D1D1\", \"price\": \"$78.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Women's Lightweight Hiking Shoes Quick Laces Outdoors Sneakers\", \"asin\": \"B0BPDGSKRY\", \"price\": \"$57.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Barefoot Shoes Men Wide Toe Box Zero Drop Water Shoes Men for Gym Workout Minimalist Weightlifting Cross-Trainer Running Hike Grounded Footwear\", \"asin\": \"B0BQR1V8F2\", \"price\": \"$24.79\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Boots Tactical Work Boots Outdoor Lightweight Military Boots\", \"asin\": \"B09BTLD9Y3\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 3 Waterproof Hiking Shoe\", \"asin\": \"B09FNS63M9\", \"price\": \"$78.41\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot\", \"asin\": \"B0DJSLFCMJ\", \"price\": \"$49.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Lightweight Hiking Boots Waterproof Trekking for Outdoor\", \"asin\": \"B0D473VPXC\", \"price\": \"$43.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Speedcross Peak Climasalomon Waterproof\", \"asin\": \"B0CF2RTYGN\", \"price\": \"$125.00\", \"delivery\": \"FREE delivery Apr 17 - 20 for Prime members\"},\n{\"title\": \"Women's Moab 3 Mid Waterproof Hiking Boot\", \"asin\": \"B0987WK5BM\", \"price\": \"$95.63\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Terrex Anylander Hiking Sneaker\", \"asin\": \"B0CKM8X6VJ\", \"price\": \"$56.90\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Hedgehog Fastpack 3 Waterproof Hiking Shoes\", \"asin\": \"B0C1ZZSK14\", \"price\": \"$135.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's X Ultra Pioneer Mid Climasalomon Waterproof Hiking Boot\", \"asin\": \"B094QZRYH3\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Yokota 2 Hiking Shoe\", \"asin\": \"B07M6CT66R\", \"price\": \"$80.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Hiking Boots Waterproof Non Slip Comfortable Walking Boot Water Resistant Outdoor Lightweight Ankle Hiker Shoes Trekking Trail\", \"asin\": \"B0CCR58WCV\", \"price\": \"$35.90\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Moab 2 Vent Hiking Shoe\", \"asin\": \"B01HFPQII0\", \"price\": \"$66.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Transverse Hike Waterproof Boot\", \"asin\": \"B0CLWF94S6\"},\n{\"title\": \"Men's Moab Adventure Waterproof Moc\", \"asin\": \"B08J8GCL4L\"},\n{\"title\": \"Women's Hiking Shoes Lightweight Walking Sneakers with Arch Support Outdoor Work Camping Tennis Workout Cross Training Echo\", \"asin\": \"B0DSB3GZCN\", \"price\": \"$56.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Moab 3 Hiking Shoe\", \"asin\": \"B098KKBLPB\", \"price\": \"$50.41\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"Men's Targhee II Low Height Waterproof Hiking Shoe\", \"asin\": \"B005D4U04Y\", \"price\": \"$120.81\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Women's X Ultra Pioneer Climasalomon Waterproof Hiking Shoes Trail Running\", \"asin\": \"B094R1B8ML\", \"price\": \"$119.28\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's X Ultra 4 Mid Gore-Tex Hiking Boot\", \"asin\": \"B08LKNY4K6\"},\n{\"title\": \"Men's Barefoot Running Shoes | Minimalist Cross-Trainer | Zero Drop Sole\", \"asin\": \"B08CK2G9V6\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Low Top Hiking Shoes Waterproof Suede Lightweight Anti Slip Trekking Shoes for Outdoor Trailing Camping Backpacking Running Walking\", \"asin\": \"B0DPZLYDWF\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Selmen-Enago 66275 Low Profile Waterproof Lace Up\", \"asin\": \"B07NVBR2QH\", \"price\": \"$63.75\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 3 Mid Waterproof Hiking Boot\", \"asin\": \"B0987Y3D85\", \"price\": \"$135.97\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Lightweight Hiking Shoes Chunky Tennis Comfortable Non-Slip Trekking Trails Shoes Outdoor Platform Walking Sneakers Horizon\", \"asin\": \"B0D14J67G5\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Water Shoes Aqua Swim Shoes Mens Womens Beach Sports Quick Dry Barefoot for Boating Fishing Diving Surfing\", \"asin\": \"B08TCDKV5J\", \"price\": \"$26.39\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Targhee 3 Oxford Casual Hiking Shoe\", \"asin\": \"B07T9T8MFX\", \"price\": \"$118.50\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Shoes Leather Comfortable Lightweight Anti-Slip Outdoor Walking Work Sneakers\", \"asin\": \"B0CC2WVW9H\", \"price\": \"$43.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's work boots Waterproof Hiking Boots,thermal Leather Ankle Snow Boots for Outdoor Climbing, Trekking, Backpacking, and Trekking\", \"asin\": \"B0DCK1JN2F\", \"price\": \"$40.75\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 3 Mid Hiking Boot\", \"asin\": \"B0987WBP3S\", \"price\": \"$130.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T02:47:26.151Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T02:47:26.151Z
|
click
|
search
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rule
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train
| 129 |
2025-04-14T02:47:26.151Z
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click
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<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"}
{"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"}
{"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"}
{"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"}
{"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "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": "\u767b\u5c71\u978b"}],
"promotion_items": [{"title": "Dbeck\nExplorer Waterproof Lightweight Mens Outdoor Shoes for Hiking Italian Handmade Suede High Top Boots Non-Slip Barefoot Ankle Boots", "asin": "B0DB88QPVF", "price": "$73.99", "quantity": ""},
{"title": "Timberland PRO\n6IN Direct Attach Men's Soft Toe MaxTrax Slip-Resistant Work Boot", "asin": "B07VWXXR26", "price": "$149.99", "quantity": ""},
{"title": "Kapsen\nMen's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes", "asin": "B0BCYSRK47", "price": "$29.99", "quantity": ""},
{"title": "OUTJET\nMen's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot", "asin": "B0DJSMP99J", "price": "$49.98", "quantity": ""},
{"title": "Timberland\nMens White Ledge Mid Waterproof", "asin": "B000VX6Y2O", "price": "$99.99", "quantity": ""},
{"title": "OUTJET\nMen's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot", "asin": "B0DJSMP99J", "price": "$49.98", "quantity": ""},
{"title": "Alvada\nMerino Wool Hiking Socks Thermal Warm Crew Winter Boot Sock For Men & Women 3 Pairs", "asin": "B07F3FFTMK", "price": "$17.98", "quantity": ""},
{"title": "Timberland\nMens White Ledge Mid Waterproof", "asin": "B000VX6Y3S", "price": "$99.95", "quantity": ""},
{"title": "EBMORE\n5 Pairs Womens Merino Wool Thermal Socks Winter Thick Warm Hiking Cozy Crew Comfy Boot Socks", "asin": "B01N1EJK4U", "price": "$14.99", "quantity": ""},
{"title": "Kricely\nMen's Low Top Hiking Shoes Waterproof Suede Lightweight Anti Slip Trekking Shoes for Outdoor Trailing Camping Backpacking Running Walking", "asin": "B0DPZKV2DW", "price": "$42.99", "quantity": ""}],
"search_results": [{"title": "Avi-Verge Mens Sneakers - Cross Trainer Mens Tennis Shoes, Pickleball or Walking Shoes for Men, Medium or Extra Wide Width Court Shoes Size 7 to 16", "asin": "B07B81DX32", "price": "$49.97", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Men's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot", "asin": "B0DJSMP99J", "price": "$49.98", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Water Shoes Aqua Swim Shoes Mens Womens Beach Sports Quick Dry Barefoot for Boating Fishing Diving Surfing", "asin": "B07QBYRW1B", "price": "$28.49", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Amphibious Water Shoes | Quick Drying | Casual-Style Inspired", "asin": "B0C1NHR5F5", "price": "$35.09", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Running Shoes Ultra Lightweight Breathable Comfortable Walking Shoes Casual Fashion Sneakers Mesh Workout Shoes", "asin": "B09G9ZR4JF", "price": "$29.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Ankle High Waterproof Hiking Boots Outdoor Lightweight Shoes Trekking Trails Armadillo", "asin": "B07L5KB8BW", "price": "$61.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Crestwood Waterproof Hiking Shoe", "asin": "B0787HHS7Z", "price": "$52.49", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Moab 3 Hiking Shoe", "asin": "B098KH1P14", "price": "$87.97", "delivery": "FREE delivery Thu, Apr 17 Or fastest delivery Apr 15 - 16"},
{"title": "Men's Low Top Waterproof Hiking Shoes Trekking Trails Outdoor Work Shoes", "asin": "B07L5H7WYJ", "price": "$38.68", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Women's Discontinued Newton Ridge Plus Waterproof Amped", "asin": "B01HEH31OI", "price": "$74.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Voyageur Low Height Breathable Hiking Shoe", "asin": "B06ZZ4Q74T", "price": "$79.97", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Women's Comfortable Slip Resistant Service Shoe", "asin": "B09RXJ713B", "price": "$43.00", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Water Shoes Women Men Quick Drying Swim Beach Aqua Shoes for Water Sport Diving Hiking Sailing Travel", "asin": "B083ZX7G5T", "price": "$35.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "6IN Direct Attach Men's Soft Toe MaxTrax Slip-Resistant Work Boot", "asin": "B07VWXXR26", "price": "$149.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes", "asin": "B0BCYSRK47", "price": "$29.99", "delivery": "FREE delivery Apr 17 - 20 for Prime members"},
{"title": "Men's Newton Ridge Bc Hiking Shoe", "asin": "B0BKZ21YSN", "price": "$80.97", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Terrex AX4 Hiking Shoe", "asin": "B09VCKBJZD", "price": "$100.00", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Waterproof Hiking Boots Outdoor Mid Trekking Lightweight Mountaineering Shoes Paladin", "asin": "B0CC8X9T96", "price": "$56.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Moab 3 Hiking Shoe", "asin": "B098KHW1V7", "price": "$99.98", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Explorer Waterproof Lightweight Mens Outdoor Shoes for Hiking Italian Handmade Suede High Top Boots Non-Slip Barefoot Ankle Boots", "asin": "B0DB88QPVF", "price": "$73.99", "delivery": "FREE delivery Wed, Apr 16 Only 1 left in stock - order soon."},
{"title": "Mens White Ledge Mid Waterproof", "asin": "B000VX6Y2O", "price": "$99.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Welding Work Boots for Men Slip on Steel Toe Shoes for Men Indestructible Steel Toe Boots Welder Men's Work Shoes Fireproof Safety Footwear for Construction Men's Work & Safety Footwear", "asin": "B0C556167H", "price": "$53.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Water Shoes for Women Men Quick-Dry Aqua Shoes Men's Hiking Water Shoes Women's Beach Shoes Lightweight Water Sports Shoes for Swimming Fishing Kayaking", "asin": "B0BN42G9ZZ", "price": "$36.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Moab 2 Vent Hiking Shoe", "asin": "B01HFPP4KI", "price": "$105.05", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Waterproof Hiking Shoes Lightweight Anti Slip Outdoor Ankle Boots Breathable Hike Trekking Trails Shoe", "asin": "B0D56ZYWMP", "price": "$49.99", "delivery": "FREE delivery Thu, Apr 17 for Prime members"},
{"title": "Men's Targhee 3 Low Height Waterproof Hiking Shoe", "asin": "B01N350YIK", "price": "$100.28", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Mens White Ledge Mid Waterproof", "asin": "B000VX6Y3S", "price": "$99.95", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Water Shoes Men Quick Drying Outdoor Hiking Barefoot Boat Footwear Aqua Shoes for Water Sport Waders Diving Hiking Sailing Travel Beach Wading Swimming Fishing Kayaking", "asin": "B0DPCGGCPH", "price": "$37.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Merino Wool Hiking Socks Thermal Warm Crew Winter Boot Sock For Men & Women 3 Pairs", "asin": "B07F3FFTMK", "price": "$17.98", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Waterproof Hiking Shoes Leather Low-Top Hiking Shoes for Outdoor Trailing Trekking Camping Walking Quest", "asin": "B08P6NGG2H", "price": "$46.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Hiking Shoes Men Lightweight Non-Slip Breathable Sneakers Low Top Walking Shoes for Outdoor Trailing Trekking Walking Climbing", "asin": "B08Q77K84W", "price": "$39.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Facet 75 Outdry Hiking Shoe", "asin": "B0CLW8D1D1", "price": "$78.00", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Women's Lightweight Hiking Shoes Quick Laces Outdoors Sneakers", "asin": "B0BPDGSKRY", "price": "$57.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Barefoot Shoes Men Wide Toe Box Zero Drop Water Shoes Men for Gym Workout Minimalist Weightlifting Cross-Trainer Running Hike Grounded Footwear", "asin": "B0BQR1V8F2", "price": "$24.79", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Waterproof Hiking Boots Tactical Work Boots Outdoor Lightweight Military Boots", "asin": "B09BTLD9Y3", "price": "$59.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Moab 3 Waterproof Hiking Shoe", "asin": "B09FNS63M9", "price": "$78.41", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot", "asin": "B0DJSLFCMJ", "price": "$49.98", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Women's Lightweight Hiking Boots Waterproof Trekking for Outdoor", "asin": "B0D473VPXC", "price": "$43.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Speedcross Peak Climasalomon Waterproof", "asin": "B0CF2RTYGN", "price": "$125.00", "delivery": "FREE delivery Apr 17 - 20 for Prime members"},
{"title": "Women's Moab 3 Mid Waterproof Hiking Boot", "asin": "B0987WK5BM", "price": "$95.63", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Women's Terrex Anylander Hiking Sneaker", "asin": "B0CKM8X6VJ", "price": "$56.90", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Men's Hedgehog Fastpack 3 Waterproof Hiking Shoes", "asin": "B0C1ZZSK14", "price": "$135.00", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's X Ultra Pioneer Mid Climasalomon Waterproof Hiking Boot", "asin": "B094QZRYH3", "price": "$149.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Men's Yokota 2 Hiking Shoe", "asin": "B07M6CT66R", "price": "$80.00", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Hiking Boots Waterproof Non Slip Comfortable Walking Boot Water Resistant Outdoor Lightweight Ankle Hiker Shoes Trekking Trail", "asin": "B0CCR58WCV", "price": "$35.90", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Women's Moab 2 Vent Hiking Shoe", "asin": "B01HFPQII0", "price": "$66.00", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Men's Transverse Hike Waterproof Boot", "asin": "B0CLWF94S6"},
{"title": "Men's Moab Adventure Waterproof Moc", "asin": "B08J8GCL4L"},
{"title": "Women's Hiking Shoes Lightweight Walking Sneakers with Arch Support Outdoor Work Camping Tennis Workout Cross Training Echo", "asin": "B0DSB3GZCN", "price": "$56.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Women's Moab 3 Hiking Shoe", "asin": "B098KKBLPB", "price": "$50.41", "delivery": "FREE delivery Thu, Apr 17 for Prime members"},
{"title": "Men's Targhee II Low Height Waterproof Hiking Shoe", "asin": "B005D4U04Y", "price": "$120.81", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Women's X Ultra Pioneer Climasalomon Waterproof Hiking Shoes Trail Running", "asin": "B094R1B8ML", "price": "$119.28", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's X Ultra 4 Mid Gore-Tex Hiking Boot", "asin": "B08LKNY4K6"},
{"title": "Men's Barefoot Running Shoes | Minimalist Cross-Trainer | Zero Drop Sole", "asin": "B08CK2G9V6", "price": "$39.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Low Top Hiking Shoes Waterproof Suede Lightweight Anti Slip Trekking Shoes for Outdoor Trailing Camping Backpacking Running Walking", "asin": "B0DPZLYDWF", "price": "$42.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Men's Selmen-Enago 66275 Low Profile Waterproof Lace Up", "asin": "B07NVBR2QH", "price": "$63.75", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Moab 3 Mid Waterproof Hiking Boot", "asin": "B0987Y3D85", "price": "$135.97", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Women's Lightweight Hiking Shoes Chunky Tennis Comfortable Non-Slip Trekking Trails Shoes Outdoor Platform Walking Sneakers Horizon", "asin": "B0D14J67G5", "price": "$33.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Water Shoes Aqua Swim Shoes Mens Womens Beach Sports Quick Dry Barefoot for Boating Fishing Diving Surfing", "asin": "B08TCDKV5J", "price": "$26.39", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Targhee 3 Oxford Casual Hiking Shoe", "asin": "B07T9T8MFX", "price": "$118.50", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Waterproof Hiking Shoes Leather Comfortable Lightweight Anti-Slip Outdoor Walking Work Sneakers", "asin": "B0CC2WVW9H", "price": "$43.98", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's work boots Waterproof Hiking Boots,thermal Leather Ankle Snow Boots for Outdoor Climbing, Trekking, Backpacking, and Trekking", "asin": "B0DCK1JN2F", "price": "$40.75", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Moab 3 Mid Hiking Boot", "asin": "B0987WBP3S", "price": "$130.00", "delivery": "FREE delivery Wed, Apr 16"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T02:47:26.151Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-14T02:47:26.151Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T02:47:26.151Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 129,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"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\": \"\\u767b\\u5c71\\u978b\"}],\n\"promotion_items\": [{\"title\": \"Dbeck\\nExplorer Waterproof Lightweight Mens Outdoor Shoes for Hiking Italian Handmade Suede High Top Boots Non-Slip Barefoot Ankle Boots\", \"asin\": \"B0DB88QPVF\", \"price\": \"$73.99\", \"quantity\": \"\"},\n{\"title\": \"Timberland PRO\\n6IN Direct Attach Men's Soft Toe MaxTrax Slip-Resistant Work Boot\", \"asin\": \"B07VWXXR26\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Kapsen\\nMen's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes\", \"asin\": \"B0BCYSRK47\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"OUTJET\\nMen's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot\", \"asin\": \"B0DJSMP99J\", \"price\": \"$49.98\", \"quantity\": \"\"},\n{\"title\": \"Timberland\\nMens White Ledge Mid Waterproof\", \"asin\": \"B000VX6Y2O\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"OUTJET\\nMen's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot\", \"asin\": \"B0DJSMP99J\", \"price\": \"$49.98\", \"quantity\": \"\"},\n{\"title\": \"Alvada\\nMerino Wool Hiking Socks Thermal Warm Crew Winter Boot Sock For Men & Women 3 Pairs\", \"asin\": \"B07F3FFTMK\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Timberland\\nMens White Ledge Mid Waterproof\", \"asin\": \"B000VX6Y3S\", \"price\": \"$99.95\", \"quantity\": \"\"},\n{\"title\": \"EBMORE\\n5 Pairs Womens Merino Wool Thermal Socks Winter Thick Warm Hiking Cozy Crew Comfy Boot Socks\", \"asin\": \"B01N1EJK4U\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Kricely\\nMen's Low Top Hiking Shoes Waterproof Suede Lightweight Anti Slip Trekking Shoes for Outdoor Trailing Camping Backpacking Running Walking\", \"asin\": \"B0DPZKV2DW\", \"price\": \"$42.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Avi-Verge Mens Sneakers - Cross Trainer Mens Tennis Shoes, Pickleball or Walking Shoes for Men, Medium or Extra Wide Width Court Shoes Size 7 to 16\", \"asin\": \"B07B81DX32\", \"price\": \"$49.97\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot\", \"asin\": \"B0DJSMP99J\", \"price\": \"$49.98\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Water Shoes Aqua Swim Shoes Mens Womens Beach Sports Quick Dry Barefoot for Boating Fishing Diving Surfing\", \"asin\": \"B07QBYRW1B\", \"price\": \"$28.49\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Amphibious Water Shoes | Quick Drying | Casual-Style Inspired\", \"asin\": \"B0C1NHR5F5\", \"price\": \"$35.09\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Running Shoes Ultra Lightweight Breathable Comfortable Walking Shoes Casual Fashion Sneakers Mesh Workout Shoes\", \"asin\": \"B09G9ZR4JF\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Ankle High Waterproof Hiking Boots Outdoor Lightweight Shoes Trekking Trails Armadillo\", \"asin\": \"B07L5KB8BW\", \"price\": \"$61.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Crestwood Waterproof Hiking Shoe\", \"asin\": \"B0787HHS7Z\", \"price\": \"$52.49\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 3 Hiking Shoe\", \"asin\": \"B098KH1P14\", \"price\": \"$87.97\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"Men's Low Top Waterproof Hiking Shoes Trekking Trails Outdoor Work Shoes\", \"asin\": \"B07L5H7WYJ\", \"price\": \"$38.68\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Discontinued Newton Ridge Plus Waterproof Amped\", \"asin\": \"B01HEH31OI\", \"price\": \"$74.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Voyageur Low Height Breathable Hiking Shoe\", \"asin\": \"B06ZZ4Q74T\", \"price\": \"$79.97\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Women's Comfortable Slip Resistant Service Shoe\", \"asin\": \"B09RXJ713B\", \"price\": \"$43.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Water Shoes Women Men Quick Drying Swim Beach Aqua Shoes for Water Sport Diving Hiking Sailing Travel\", \"asin\": \"B083ZX7G5T\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"6IN Direct Attach Men's Soft Toe MaxTrax Slip-Resistant Work Boot\", \"asin\": \"B07VWXXR26\", \"price\": \"$149.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes\", \"asin\": \"B0BCYSRK47\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 17 - 20 for Prime members\"},\n{\"title\": \"Men's Newton Ridge Bc Hiking Shoe\", \"asin\": \"B0BKZ21YSN\", \"price\": \"$80.97\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Terrex AX4 Hiking Shoe\", \"asin\": \"B09VCKBJZD\", \"price\": \"$100.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Boots Outdoor Mid Trekking Lightweight Mountaineering Shoes Paladin\", \"asin\": \"B0CC8X9T96\", \"price\": \"$56.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 3 Hiking Shoe\", \"asin\": \"B098KHW1V7\", \"price\": \"$99.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Explorer Waterproof Lightweight Mens Outdoor Shoes for Hiking Italian Handmade Suede High Top Boots Non-Slip Barefoot Ankle Boots\", \"asin\": \"B0DB88QPVF\", \"price\": \"$73.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 1 left in stock - order soon.\"},\n{\"title\": \"Mens White Ledge Mid Waterproof\", \"asin\": \"B000VX6Y2O\", \"price\": \"$99.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Welding Work Boots for Men Slip on Steel Toe Shoes for Men Indestructible Steel Toe Boots Welder Men's Work Shoes Fireproof Safety Footwear for Construction Men's Work & Safety Footwear\", \"asin\": \"B0C556167H\", \"price\": \"$53.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Water Shoes for Women Men Quick-Dry Aqua Shoes Men's Hiking Water Shoes Women's Beach Shoes Lightweight Water Sports Shoes for Swimming Fishing Kayaking\", \"asin\": \"B0BN42G9ZZ\", \"price\": \"$36.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 2 Vent Hiking Shoe\", \"asin\": \"B01HFPP4KI\", \"price\": \"$105.05\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Shoes Lightweight Anti Slip Outdoor Ankle Boots Breathable Hike Trekking Trails Shoe\", \"asin\": \"B0D56ZYWMP\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"Men's Targhee 3 Low Height Waterproof Hiking Shoe\", \"asin\": \"B01N350YIK\", \"price\": \"$100.28\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens White Ledge Mid Waterproof\", \"asin\": \"B000VX6Y3S\", \"price\": \"$99.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Water Shoes Men Quick Drying Outdoor Hiking Barefoot Boat Footwear Aqua Shoes for Water Sport Waders Diving Hiking Sailing Travel Beach Wading Swimming Fishing Kayaking\", \"asin\": \"B0DPCGGCPH\", \"price\": \"$37.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Merino Wool Hiking Socks Thermal Warm Crew Winter Boot Sock For Men & Women 3 Pairs\", \"asin\": \"B07F3FFTMK\", \"price\": \"$17.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Shoes Leather Low-Top Hiking Shoes for Outdoor Trailing Trekking Camping Walking Quest\", \"asin\": \"B08P6NGG2H\", \"price\": \"$46.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Hiking Shoes Men Lightweight Non-Slip Breathable Sneakers Low Top Walking Shoes for Outdoor Trailing Trekking Walking Climbing\", \"asin\": \"B08Q77K84W\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Facet 75 Outdry Hiking Shoe\", \"asin\": \"B0CLW8D1D1\", \"price\": \"$78.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Women's Lightweight Hiking Shoes Quick Laces Outdoors Sneakers\", \"asin\": \"B0BPDGSKRY\", \"price\": \"$57.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Barefoot Shoes Men Wide Toe Box Zero Drop Water Shoes Men for Gym Workout Minimalist Weightlifting Cross-Trainer Running Hike Grounded Footwear\", \"asin\": \"B0BQR1V8F2\", \"price\": \"$24.79\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Boots Tactical Work Boots Outdoor Lightweight Military Boots\", \"asin\": \"B09BTLD9Y3\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 3 Waterproof Hiking Shoe\", \"asin\": \"B09FNS63M9\", \"price\": \"$78.41\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot\", \"asin\": \"B0DJSLFCMJ\", \"price\": \"$49.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Lightweight Hiking Boots Waterproof Trekking for Outdoor\", \"asin\": \"B0D473VPXC\", \"price\": \"$43.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Speedcross Peak Climasalomon Waterproof\", \"asin\": \"B0CF2RTYGN\", \"price\": \"$125.00\", \"delivery\": \"FREE delivery Apr 17 - 20 for Prime members\"},\n{\"title\": \"Women's Moab 3 Mid Waterproof Hiking Boot\", \"asin\": \"B0987WK5BM\", \"price\": \"$95.63\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Terrex Anylander Hiking Sneaker\", \"asin\": \"B0CKM8X6VJ\", \"price\": \"$56.90\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Hedgehog Fastpack 3 Waterproof Hiking Shoes\", \"asin\": \"B0C1ZZSK14\", \"price\": \"$135.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's X Ultra Pioneer Mid Climasalomon Waterproof Hiking Boot\", \"asin\": \"B094QZRYH3\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Yokota 2 Hiking Shoe\", \"asin\": \"B07M6CT66R\", \"price\": \"$80.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Hiking Boots Waterproof Non Slip Comfortable Walking Boot Water Resistant Outdoor Lightweight Ankle Hiker Shoes Trekking Trail\", \"asin\": \"B0CCR58WCV\", \"price\": \"$35.90\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Moab 2 Vent Hiking Shoe\", \"asin\": \"B01HFPQII0\", \"price\": \"$66.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Transverse Hike Waterproof Boot\", \"asin\": \"B0CLWF94S6\"},\n{\"title\": \"Men's Moab Adventure Waterproof Moc\", \"asin\": \"B08J8GCL4L\"},\n{\"title\": \"Women's Hiking Shoes Lightweight Walking Sneakers with Arch Support Outdoor Work Camping Tennis Workout Cross Training Echo\", \"asin\": \"B0DSB3GZCN\", \"price\": \"$56.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Moab 3 Hiking Shoe\", \"asin\": \"B098KKBLPB\", \"price\": \"$50.41\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"Men's Targhee II Low Height Waterproof Hiking Shoe\", \"asin\": \"B005D4U04Y\", \"price\": \"$120.81\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Women's X Ultra Pioneer Climasalomon Waterproof Hiking Shoes Trail Running\", \"asin\": \"B094R1B8ML\", \"price\": \"$119.28\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's X Ultra 4 Mid Gore-Tex Hiking Boot\", \"asin\": \"B08LKNY4K6\"},\n{\"title\": \"Men's Barefoot Running Shoes | Minimalist Cross-Trainer | Zero Drop Sole\", \"asin\": \"B08CK2G9V6\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Low Top Hiking Shoes Waterproof Suede Lightweight Anti Slip Trekking Shoes for Outdoor Trailing Camping Backpacking Running Walking\", \"asin\": \"B0DPZLYDWF\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Selmen-Enago 66275 Low Profile Waterproof Lace Up\", \"asin\": \"B07NVBR2QH\", \"price\": \"$63.75\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 3 Mid Waterproof Hiking Boot\", \"asin\": \"B0987Y3D85\", \"price\": \"$135.97\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Lightweight Hiking Shoes Chunky Tennis Comfortable Non-Slip Trekking Trails Shoes Outdoor Platform Walking Sneakers Horizon\", \"asin\": \"B0D14J67G5\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Water Shoes Aqua Swim Shoes Mens Womens Beach Sports Quick Dry Barefoot for Boating Fishing Diving Surfing\", \"asin\": \"B08TCDKV5J\", \"price\": \"$26.39\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Targhee 3 Oxford Casual Hiking Shoe\", \"asin\": \"B07T9T8MFX\", \"price\": \"$118.50\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Shoes Leather Comfortable Lightweight Anti-Slip Outdoor Walking Work Sneakers\", \"asin\": \"B0CC2WVW9H\", \"price\": \"$43.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's work boots Waterproof Hiking Boots,thermal Leather Ankle Snow Boots for Outdoor Climbing, Trekking, Backpacking, and Trekking\", \"asin\": \"B0DCK1JN2F\", \"price\": \"$40.75\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 3 Mid Hiking Boot\", \"asin\": \"B0987WBP3S\", \"price\": \"$130.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T02:47:26.151Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"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\": \"\\u767b\\u5c71\\u978b\"}],\n\"promotion_items\": [{\"title\": \"Dbeck\\nExplorer Waterproof Lightweight Mens Outdoor Shoes for Hiking Italian Handmade Suede High Top Boots Non-Slip Barefoot Ankle Boots\", \"asin\": \"B0DB88QPVF\", \"price\": \"$73.99\", \"quantity\": \"\"},\n{\"title\": \"Timberland PRO\\n6IN Direct Attach Men's Soft Toe MaxTrax Slip-Resistant Work Boot\", \"asin\": \"B07VWXXR26\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Kapsen\\nMen's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes\", \"asin\": \"B0BCYSRK47\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"OUTJET\\nMen's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot\", \"asin\": \"B0DJSMP99J\", \"price\": \"$49.98\", \"quantity\": \"\"},\n{\"title\": \"Timberland\\nMens White Ledge Mid Waterproof\", \"asin\": \"B000VX6Y2O\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"OUTJET\\nMen's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot\", \"asin\": \"B0DJSMP99J\", \"price\": \"$49.98\", \"quantity\": \"\"},\n{\"title\": \"Alvada\\nMerino Wool Hiking Socks Thermal Warm Crew Winter Boot Sock For Men & Women 3 Pairs\", \"asin\": \"B07F3FFTMK\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Timberland\\nMens White Ledge Mid Waterproof\", \"asin\": \"B000VX6Y3S\", \"price\": \"$99.95\", \"quantity\": \"\"},\n{\"title\": \"EBMORE\\n5 Pairs Womens Merino Wool Thermal Socks Winter Thick Warm Hiking Cozy Crew Comfy Boot Socks\", \"asin\": \"B01N1EJK4U\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Kricely\\nMen's Low Top Hiking Shoes Waterproof Suede Lightweight Anti Slip Trekking Shoes for Outdoor Trailing Camping Backpacking Running Walking\", \"asin\": \"B0DPZKV2DW\", \"price\": \"$42.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Avi-Verge Mens Sneakers - Cross Trainer Mens Tennis Shoes, Pickleball or Walking Shoes for Men, Medium or Extra Wide Width Court Shoes Size 7 to 16\", \"asin\": \"B07B81DX32\", \"price\": \"$49.97\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot\", \"asin\": \"B0DJSMP99J\", \"price\": \"$49.98\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Water Shoes Aqua Swim Shoes Mens Womens Beach Sports Quick Dry Barefoot for Boating Fishing Diving Surfing\", \"asin\": \"B07QBYRW1B\", \"price\": \"$28.49\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Amphibious Water Shoes | Quick Drying | Casual-Style Inspired\", \"asin\": \"B0C1NHR5F5\", \"price\": \"$35.09\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Running Shoes Ultra Lightweight Breathable Comfortable Walking Shoes Casual Fashion Sneakers Mesh Workout Shoes\", \"asin\": \"B09G9ZR4JF\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Ankle High Waterproof Hiking Boots Outdoor Lightweight Shoes Trekking Trails Armadillo\", \"asin\": \"B07L5KB8BW\", \"price\": \"$61.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Crestwood Waterproof Hiking Shoe\", \"asin\": \"B0787HHS7Z\", \"price\": \"$52.49\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 3 Hiking Shoe\", \"asin\": \"B098KH1P14\", \"price\": \"$87.97\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"Men's Low Top Waterproof Hiking Shoes Trekking Trails Outdoor Work Shoes\", \"asin\": \"B07L5H7WYJ\", \"price\": \"$38.68\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Discontinued Newton Ridge Plus Waterproof Amped\", \"asin\": \"B01HEH31OI\", \"price\": \"$74.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Voyageur Low Height Breathable Hiking Shoe\", \"asin\": \"B06ZZ4Q74T\", \"price\": \"$79.97\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Women's Comfortable Slip Resistant Service Shoe\", \"asin\": \"B09RXJ713B\", \"price\": \"$43.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Water Shoes Women Men Quick Drying Swim Beach Aqua Shoes for Water Sport Diving Hiking Sailing Travel\", \"asin\": \"B083ZX7G5T\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"6IN Direct Attach Men's Soft Toe MaxTrax Slip-Resistant Work Boot\", \"asin\": \"B07VWXXR26\", \"price\": \"$149.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes\", \"asin\": \"B0BCYSRK47\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 17 - 20 for Prime members\"},\n{\"title\": \"Men's Newton Ridge Bc Hiking Shoe\", \"asin\": \"B0BKZ21YSN\", \"price\": \"$80.97\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Terrex AX4 Hiking Shoe\", \"asin\": \"B09VCKBJZD\", \"price\": \"$100.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Boots Outdoor Mid Trekking Lightweight Mountaineering Shoes Paladin\", \"asin\": \"B0CC8X9T96\", \"price\": \"$56.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 3 Hiking Shoe\", \"asin\": \"B098KHW1V7\", \"price\": \"$99.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Explorer Waterproof Lightweight Mens Outdoor Shoes for Hiking Italian Handmade Suede High Top Boots Non-Slip Barefoot Ankle Boots\", \"asin\": \"B0DB88QPVF\", \"price\": \"$73.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 1 left in stock - order soon.\"},\n{\"title\": \"Mens White Ledge Mid Waterproof\", \"asin\": \"B000VX6Y2O\", \"price\": \"$99.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Welding Work Boots for Men Slip on Steel Toe Shoes for Men Indestructible Steel Toe Boots Welder Men's Work Shoes Fireproof Safety Footwear for Construction Men's Work & Safety Footwear\", \"asin\": \"B0C556167H\", \"price\": \"$53.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Water Shoes for Women Men Quick-Dry Aqua Shoes Men's Hiking Water Shoes Women's Beach Shoes Lightweight Water Sports Shoes for Swimming Fishing Kayaking\", \"asin\": \"B0BN42G9ZZ\", \"price\": \"$36.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 2 Vent Hiking Shoe\", \"asin\": \"B01HFPP4KI\", \"price\": \"$105.05\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Shoes Lightweight Anti Slip Outdoor Ankle Boots Breathable Hike Trekking Trails Shoe\", \"asin\": \"B0D56ZYWMP\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"Men's Targhee 3 Low Height Waterproof Hiking Shoe\", \"asin\": \"B01N350YIK\", \"price\": \"$100.28\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens White Ledge Mid Waterproof\", \"asin\": \"B000VX6Y3S\", \"price\": \"$99.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Water Shoes Men Quick Drying Outdoor Hiking Barefoot Boat Footwear Aqua Shoes for Water Sport Waders Diving Hiking Sailing Travel Beach Wading Swimming Fishing Kayaking\", \"asin\": \"B0DPCGGCPH\", \"price\": \"$37.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Merino Wool Hiking Socks Thermal Warm Crew Winter Boot Sock For Men & Women 3 Pairs\", \"asin\": \"B07F3FFTMK\", \"price\": \"$17.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Shoes Leather Low-Top Hiking Shoes for Outdoor Trailing Trekking Camping Walking Quest\", \"asin\": \"B08P6NGG2H\", \"price\": \"$46.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Hiking Shoes Men Lightweight Non-Slip Breathable Sneakers Low Top Walking Shoes for Outdoor Trailing Trekking Walking Climbing\", \"asin\": \"B08Q77K84W\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Facet 75 Outdry Hiking Shoe\", \"asin\": \"B0CLW8D1D1\", \"price\": \"$78.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Women's Lightweight Hiking Shoes Quick Laces Outdoors Sneakers\", \"asin\": \"B0BPDGSKRY\", \"price\": \"$57.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Barefoot Shoes Men Wide Toe Box Zero Drop Water Shoes Men for Gym Workout Minimalist Weightlifting Cross-Trainer Running Hike Grounded Footwear\", \"asin\": \"B0BQR1V8F2\", \"price\": \"$24.79\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Boots Tactical Work Boots Outdoor Lightweight Military Boots\", \"asin\": \"B09BTLD9Y3\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 3 Waterproof Hiking Shoe\", \"asin\": \"B09FNS63M9\", \"price\": \"$78.41\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot\", \"asin\": \"B0DJSLFCMJ\", \"price\": \"$49.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Lightweight Hiking Boots Waterproof Trekking for Outdoor\", \"asin\": \"B0D473VPXC\", \"price\": \"$43.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Speedcross Peak Climasalomon Waterproof\", \"asin\": \"B0CF2RTYGN\", \"price\": \"$125.00\", \"delivery\": \"FREE delivery Apr 17 - 20 for Prime members\"},\n{\"title\": \"Women's Moab 3 Mid Waterproof Hiking Boot\", \"asin\": \"B0987WK5BM\", \"price\": \"$95.63\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Terrex Anylander Hiking Sneaker\", \"asin\": \"B0CKM8X6VJ\", \"price\": \"$56.90\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Hedgehog Fastpack 3 Waterproof Hiking Shoes\", \"asin\": \"B0C1ZZSK14\", \"price\": \"$135.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's X Ultra Pioneer Mid Climasalomon Waterproof Hiking Boot\", \"asin\": \"B094QZRYH3\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Yokota 2 Hiking Shoe\", \"asin\": \"B07M6CT66R\", \"price\": \"$80.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Hiking Boots Waterproof Non Slip Comfortable Walking Boot Water Resistant Outdoor Lightweight Ankle Hiker Shoes Trekking Trail\", \"asin\": \"B0CCR58WCV\", \"price\": \"$35.90\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Moab 2 Vent Hiking Shoe\", \"asin\": \"B01HFPQII0\", \"price\": \"$66.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Transverse Hike Waterproof Boot\", \"asin\": \"B0CLWF94S6\"},\n{\"title\": \"Men's Moab Adventure Waterproof Moc\", \"asin\": \"B08J8GCL4L\"},\n{\"title\": \"Women's Hiking Shoes Lightweight Walking Sneakers with Arch Support Outdoor Work Camping Tennis Workout Cross Training Echo\", \"asin\": \"B0DSB3GZCN\", \"price\": \"$56.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Moab 3 Hiking Shoe\", \"asin\": \"B098KKBLPB\", \"price\": \"$50.41\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"Men's Targhee II Low Height Waterproof Hiking Shoe\", \"asin\": \"B005D4U04Y\", \"price\": \"$120.81\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Women's X Ultra Pioneer Climasalomon Waterproof Hiking Shoes Trail Running\", \"asin\": \"B094R1B8ML\", \"price\": \"$119.28\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's X Ultra 4 Mid Gore-Tex Hiking Boot\", \"asin\": \"B08LKNY4K6\"},\n{\"title\": \"Men's Barefoot Running Shoes | Minimalist Cross-Trainer | Zero Drop Sole\", \"asin\": \"B08CK2G9V6\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Low Top Hiking Shoes Waterproof Suede Lightweight Anti Slip Trekking Shoes for Outdoor Trailing Camping Backpacking Running Walking\", \"asin\": \"B0DPZLYDWF\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Selmen-Enago 66275 Low Profile Waterproof Lace Up\", \"asin\": \"B07NVBR2QH\", \"price\": \"$63.75\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 3 Mid Waterproof Hiking Boot\", \"asin\": \"B0987Y3D85\", \"price\": \"$135.97\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Lightweight Hiking Shoes Chunky Tennis Comfortable Non-Slip Trekking Trails Shoes Outdoor Platform Walking Sneakers Horizon\", \"asin\": \"B0D14J67G5\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Water Shoes Aqua Swim Shoes Mens Womens Beach Sports Quick Dry Barefoot for Boating Fishing Diving Surfing\", \"asin\": \"B08TCDKV5J\", \"price\": \"$26.39\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Targhee 3 Oxford Casual Hiking Shoe\", \"asin\": \"B07T9T8MFX\", \"price\": \"$118.50\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Shoes Leather Comfortable Lightweight Anti-Slip Outdoor Walking Work Sneakers\", \"asin\": \"B0CC2WVW9H\", \"price\": \"$43.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's work boots Waterproof Hiking Boots,thermal Leather Ankle Snow Boots for Outdoor Climbing, Trekking, Backpacking, and Trekking\", \"asin\": \"B0DCK1JN2F\", \"price\": \"$40.75\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 3 Mid Hiking Boot\", \"asin\": \"B0987WBP3S\", \"price\": \"$130.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T02:47:29.356Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T02:47:29.356Z
|
input
|
登山鞋 男
|
rule
|
train
| 130 |
2025-04-14T02:47:29.356Z
|
input
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登山鞋 男
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"}
{"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"}
{"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"}
{"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"}
{"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "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": "\u767b\u5c71\u978b"}],
"promotion_items": [{"title": "Dbeck\nExplorer Waterproof Lightweight Mens Outdoor Shoes for Hiking Italian Handmade Suede High Top Boots Non-Slip Barefoot Ankle Boots", "asin": "B0DB88QPVF", "price": "$73.99", "quantity": ""},
{"title": "Timberland PRO\n6IN Direct Attach Men's Soft Toe MaxTrax Slip-Resistant Work Boot", "asin": "B07VWXXR26", "price": "$149.99", "quantity": ""},
{"title": "Kapsen\nMen's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes", "asin": "B0BCYSRK47", "price": "$29.99", "quantity": ""},
{"title": "OUTJET\nMen's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot", "asin": "B0DJSMP99J", "price": "$49.98", "quantity": ""},
{"title": "Timberland\nMens White Ledge Mid Waterproof", "asin": "B000VX6Y2O", "price": "$99.99", "quantity": ""},
{"title": "OUTJET\nMen's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot", "asin": "B0DJSMP99J", "price": "$49.98", "quantity": ""},
{"title": "Alvada\nMerino Wool Hiking Socks Thermal Warm Crew Winter Boot Sock For Men & Women 3 Pairs", "asin": "B07F3FFTMK", "price": "$17.98", "quantity": ""},
{"title": "Timberland\nMens White Ledge Mid Waterproof", "asin": "B000VX6Y3S", "price": "$99.95", "quantity": ""},
{"title": "EBMORE\n5 Pairs Womens Merino Wool Thermal Socks Winter Thick Warm Hiking Cozy Crew Comfy Boot Socks", "asin": "B01N1EJK4U", "price": "$14.99", "quantity": ""},
{"title": "Kricely\nMen's Low Top Hiking Shoes Waterproof Suede Lightweight Anti Slip Trekking Shoes for Outdoor Trailing Camping Backpacking Running Walking", "asin": "B0DPZKV2DW", "price": "$42.99", "quantity": ""}],
"search_results": [{"title": "Avi-Verge Mens Sneakers - Cross Trainer Mens Tennis Shoes, Pickleball or Walking Shoes for Men, Medium or Extra Wide Width Court Shoes Size 7 to 16", "asin": "B07B81DX32", "price": "$49.97", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Men's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot", "asin": "B0DJSMP99J", "price": "$49.98", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Water Shoes Aqua Swim Shoes Mens Womens Beach Sports Quick Dry Barefoot for Boating Fishing Diving Surfing", "asin": "B07QBYRW1B", "price": "$28.49", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Amphibious Water Shoes | Quick Drying | Casual-Style Inspired", "asin": "B0C1NHR5F5", "price": "$35.09", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Running Shoes Ultra Lightweight Breathable Comfortable Walking Shoes Casual Fashion Sneakers Mesh Workout Shoes", "asin": "B09G9ZR4JF", "price": "$29.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Ankle High Waterproof Hiking Boots Outdoor Lightweight Shoes Trekking Trails Armadillo", "asin": "B07L5KB8BW", "price": "$61.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Crestwood Waterproof Hiking Shoe", "asin": "B0787HHS7Z", "price": "$52.49", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Moab 3 Hiking Shoe", "asin": "B098KH1P14", "price": "$87.97", "delivery": "FREE delivery Thu, Apr 17 Or fastest delivery Apr 15 - 16"},
{"title": "Men's Low Top Waterproof Hiking Shoes Trekking Trails Outdoor Work Shoes", "asin": "B07L5H7WYJ", "price": "$38.68", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Women's Discontinued Newton Ridge Plus Waterproof Amped", "asin": "B01HEH31OI", "price": "$74.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Voyageur Low Height Breathable Hiking Shoe", "asin": "B06ZZ4Q74T", "price": "$79.97", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Women's Comfortable Slip Resistant Service Shoe", "asin": "B09RXJ713B", "price": "$43.00", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Water Shoes Women Men Quick Drying Swim Beach Aqua Shoes for Water Sport Diving Hiking Sailing Travel", "asin": "B083ZX7G5T", "price": "$35.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "6IN Direct Attach Men's Soft Toe MaxTrax Slip-Resistant Work Boot", "asin": "B07VWXXR26", "price": "$149.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes", "asin": "B0BCYSRK47", "price": "$29.99", "delivery": "FREE delivery Apr 17 - 20 for Prime members"},
{"title": "Men's Newton Ridge Bc Hiking Shoe", "asin": "B0BKZ21YSN", "price": "$80.97", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Terrex AX4 Hiking Shoe", "asin": "B09VCKBJZD", "price": "$100.00", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Waterproof Hiking Boots Outdoor Mid Trekking Lightweight Mountaineering Shoes Paladin", "asin": "B0CC8X9T96", "price": "$56.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Moab 3 Hiking Shoe", "asin": "B098KHW1V7", "price": "$99.98", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Explorer Waterproof Lightweight Mens Outdoor Shoes for Hiking Italian Handmade Suede High Top Boots Non-Slip Barefoot Ankle Boots", "asin": "B0DB88QPVF", "price": "$73.99", "delivery": "FREE delivery Wed, Apr 16 Only 1 left in stock - order soon."},
{"title": "Mens White Ledge Mid Waterproof", "asin": "B000VX6Y2O", "price": "$99.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Welding Work Boots for Men Slip on Steel Toe Shoes for Men Indestructible Steel Toe Boots Welder Men's Work Shoes Fireproof Safety Footwear for Construction Men's Work & Safety Footwear", "asin": "B0C556167H", "price": "$53.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Water Shoes for Women Men Quick-Dry Aqua Shoes Men's Hiking Water Shoes Women's Beach Shoes Lightweight Water Sports Shoes for Swimming Fishing Kayaking", "asin": "B0BN42G9ZZ", "price": "$36.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Moab 2 Vent Hiking Shoe", "asin": "B01HFPP4KI", "price": "$105.05", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Waterproof Hiking Shoes Lightweight Anti Slip Outdoor Ankle Boots Breathable Hike Trekking Trails Shoe", "asin": "B0D56ZYWMP", "price": "$49.99", "delivery": "FREE delivery Thu, Apr 17 for Prime members"},
{"title": "Men's Targhee 3 Low Height Waterproof Hiking Shoe", "asin": "B01N350YIK", "price": "$100.28", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Mens White Ledge Mid Waterproof", "asin": "B000VX6Y3S", "price": "$99.95", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Water Shoes Men Quick Drying Outdoor Hiking Barefoot Boat Footwear Aqua Shoes for Water Sport Waders Diving Hiking Sailing Travel Beach Wading Swimming Fishing Kayaking", "asin": "B0DPCGGCPH", "price": "$37.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Merino Wool Hiking Socks Thermal Warm Crew Winter Boot Sock For Men & Women 3 Pairs", "asin": "B07F3FFTMK", "price": "$17.98", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Waterproof Hiking Shoes Leather Low-Top Hiking Shoes for Outdoor Trailing Trekking Camping Walking Quest", "asin": "B08P6NGG2H", "price": "$46.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Hiking Shoes Men Lightweight Non-Slip Breathable Sneakers Low Top Walking Shoes for Outdoor Trailing Trekking Walking Climbing", "asin": "B08Q77K84W", "price": "$39.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Facet 75 Outdry Hiking Shoe", "asin": "B0CLW8D1D1", "price": "$78.00", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Women's Lightweight Hiking Shoes Quick Laces Outdoors Sneakers", "asin": "B0BPDGSKRY", "price": "$57.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Barefoot Shoes Men Wide Toe Box Zero Drop Water Shoes Men for Gym Workout Minimalist Weightlifting Cross-Trainer Running Hike Grounded Footwear", "asin": "B0BQR1V8F2", "price": "$24.79", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Waterproof Hiking Boots Tactical Work Boots Outdoor Lightweight Military Boots", "asin": "B09BTLD9Y3", "price": "$59.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Moab 3 Waterproof Hiking Shoe", "asin": "B09FNS63M9", "price": "$78.41", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot", "asin": "B0DJSLFCMJ", "price": "$49.98", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Women's Lightweight Hiking Boots Waterproof Trekking for Outdoor", "asin": "B0D473VPXC", "price": "$43.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Speedcross Peak Climasalomon Waterproof", "asin": "B0CF2RTYGN", "price": "$125.00", "delivery": "FREE delivery Apr 17 - 20 for Prime members"},
{"title": "Women's Moab 3 Mid Waterproof Hiking Boot", "asin": "B0987WK5BM", "price": "$95.63", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Women's Terrex Anylander Hiking Sneaker", "asin": "B0CKM8X6VJ", "price": "$56.90", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Men's Hedgehog Fastpack 3 Waterproof Hiking Shoes", "asin": "B0C1ZZSK14", "price": "$135.00", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's X Ultra Pioneer Mid Climasalomon Waterproof Hiking Boot", "asin": "B094QZRYH3", "price": "$149.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Men's Yokota 2 Hiking Shoe", "asin": "B07M6CT66R", "price": "$80.00", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Hiking Boots Waterproof Non Slip Comfortable Walking Boot Water Resistant Outdoor Lightweight Ankle Hiker Shoes Trekking Trail", "asin": "B0CCR58WCV", "price": "$35.90", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Women's Moab 2 Vent Hiking Shoe", "asin": "B01HFPQII0", "price": "$66.00", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Men's Transverse Hike Waterproof Boot", "asin": "B0CLWF94S6"},
{"title": "Men's Moab Adventure Waterproof Moc", "asin": "B08J8GCL4L"},
{"title": "Women's Hiking Shoes Lightweight Walking Sneakers with Arch Support Outdoor Work Camping Tennis Workout Cross Training Echo", "asin": "B0DSB3GZCN", "price": "$56.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Women's Moab 3 Hiking Shoe", "asin": "B098KKBLPB", "price": "$50.41", "delivery": "FREE delivery Thu, Apr 17 for Prime members"},
{"title": "Men's Targhee II Low Height Waterproof Hiking Shoe", "asin": "B005D4U04Y", "price": "$120.81", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Women's X Ultra Pioneer Climasalomon Waterproof Hiking Shoes Trail Running", "asin": "B094R1B8ML", "price": "$119.28", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's X Ultra 4 Mid Gore-Tex Hiking Boot", "asin": "B08LKNY4K6"},
{"title": "Men's Barefoot Running Shoes | Minimalist Cross-Trainer | Zero Drop Sole", "asin": "B08CK2G9V6", "price": "$39.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Low Top Hiking Shoes Waterproof Suede Lightweight Anti Slip Trekking Shoes for Outdoor Trailing Camping Backpacking Running Walking", "asin": "B0DPZLYDWF", "price": "$42.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Men's Selmen-Enago 66275 Low Profile Waterproof Lace Up", "asin": "B07NVBR2QH", "price": "$63.75", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Moab 3 Mid Waterproof Hiking Boot", "asin": "B0987Y3D85", "price": "$135.97", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Women's Lightweight Hiking Shoes Chunky Tennis Comfortable Non-Slip Trekking Trails Shoes Outdoor Platform Walking Sneakers Horizon", "asin": "B0D14J67G5", "price": "$33.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Water Shoes Aqua Swim Shoes Mens Womens Beach Sports Quick Dry Barefoot for Boating Fishing Diving Surfing", "asin": "B08TCDKV5J", "price": "$26.39", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Targhee 3 Oxford Casual Hiking Shoe", "asin": "B07T9T8MFX", "price": "$118.50", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Waterproof Hiking Shoes Leather Comfortable Lightweight Anti-Slip Outdoor Walking Work Sneakers", "asin": "B0CC2WVW9H", "price": "$43.98", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's work boots Waterproof Hiking Boots,thermal Leather Ankle Snow Boots for Outdoor Climbing, Trekking, Backpacking, and Trekking", "asin": "B0DCK1JN2F", "price": "$40.75", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Moab 3 Mid Hiking Boot", "asin": "B0987WBP3S", "price": "$130.00", "delivery": "FREE delivery Wed, Apr 16"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T02:47:29.356Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-14T02:47:29.356Z\",\"action\": \"input\",\"acion_argument\": \"登山鞋 男\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T02:47:29.356Z\",\"action\": \"input\",\"acion_argument\": \"登山鞋 男\",}</answer>",
"index": 130,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"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\": \"\\u767b\\u5c71\\u978b\"}],\n\"promotion_items\": [{\"title\": \"Dbeck\\nExplorer Waterproof Lightweight Mens Outdoor Shoes for Hiking Italian Handmade Suede High Top Boots Non-Slip Barefoot Ankle Boots\", \"asin\": \"B0DB88QPVF\", \"price\": \"$73.99\", \"quantity\": \"\"},\n{\"title\": \"Timberland PRO\\n6IN Direct Attach Men's Soft Toe MaxTrax Slip-Resistant Work Boot\", \"asin\": \"B07VWXXR26\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Kapsen\\nMen's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes\", \"asin\": \"B0BCYSRK47\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"OUTJET\\nMen's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot\", \"asin\": \"B0DJSMP99J\", \"price\": \"$49.98\", \"quantity\": \"\"},\n{\"title\": \"Timberland\\nMens White Ledge Mid Waterproof\", \"asin\": \"B000VX6Y2O\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"OUTJET\\nMen's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot\", \"asin\": \"B0DJSMP99J\", \"price\": \"$49.98\", \"quantity\": \"\"},\n{\"title\": \"Alvada\\nMerino Wool Hiking Socks Thermal Warm Crew Winter Boot Sock For Men & Women 3 Pairs\", \"asin\": \"B07F3FFTMK\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Timberland\\nMens White Ledge Mid Waterproof\", \"asin\": \"B000VX6Y3S\", \"price\": \"$99.95\", \"quantity\": \"\"},\n{\"title\": \"EBMORE\\n5 Pairs Womens Merino Wool Thermal Socks Winter Thick Warm Hiking Cozy Crew Comfy Boot Socks\", \"asin\": \"B01N1EJK4U\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Kricely\\nMen's Low Top Hiking Shoes Waterproof Suede Lightweight Anti Slip Trekking Shoes for Outdoor Trailing Camping Backpacking Running Walking\", \"asin\": \"B0DPZKV2DW\", \"price\": \"$42.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Avi-Verge Mens Sneakers - Cross Trainer Mens Tennis Shoes, Pickleball or Walking Shoes for Men, Medium or Extra Wide Width Court Shoes Size 7 to 16\", \"asin\": \"B07B81DX32\", \"price\": \"$49.97\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot\", \"asin\": \"B0DJSMP99J\", \"price\": \"$49.98\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Water Shoes Aqua Swim Shoes Mens Womens Beach Sports Quick Dry Barefoot for Boating Fishing Diving Surfing\", \"asin\": \"B07QBYRW1B\", \"price\": \"$28.49\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Amphibious Water Shoes | Quick Drying | Casual-Style Inspired\", \"asin\": \"B0C1NHR5F5\", \"price\": \"$35.09\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Running Shoes Ultra Lightweight Breathable Comfortable Walking Shoes Casual Fashion Sneakers Mesh Workout Shoes\", \"asin\": \"B09G9ZR4JF\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Ankle High Waterproof Hiking Boots Outdoor Lightweight Shoes Trekking Trails Armadillo\", \"asin\": \"B07L5KB8BW\", \"price\": \"$61.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Crestwood Waterproof Hiking Shoe\", \"asin\": \"B0787HHS7Z\", \"price\": \"$52.49\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 3 Hiking Shoe\", \"asin\": \"B098KH1P14\", \"price\": \"$87.97\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"Men's Low Top Waterproof Hiking Shoes Trekking Trails Outdoor Work Shoes\", \"asin\": \"B07L5H7WYJ\", \"price\": \"$38.68\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Discontinued Newton Ridge Plus Waterproof Amped\", \"asin\": \"B01HEH31OI\", \"price\": \"$74.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Voyageur Low Height Breathable Hiking Shoe\", \"asin\": \"B06ZZ4Q74T\", \"price\": \"$79.97\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Women's Comfortable Slip Resistant Service Shoe\", \"asin\": \"B09RXJ713B\", \"price\": \"$43.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Water Shoes Women Men Quick Drying Swim Beach Aqua Shoes for Water Sport Diving Hiking Sailing Travel\", \"asin\": \"B083ZX7G5T\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"6IN Direct Attach Men's Soft Toe MaxTrax Slip-Resistant Work Boot\", \"asin\": \"B07VWXXR26\", \"price\": \"$149.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes\", \"asin\": \"B0BCYSRK47\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 17 - 20 for Prime members\"},\n{\"title\": \"Men's Newton Ridge Bc Hiking Shoe\", \"asin\": \"B0BKZ21YSN\", \"price\": \"$80.97\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Terrex AX4 Hiking Shoe\", \"asin\": \"B09VCKBJZD\", \"price\": \"$100.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Boots Outdoor Mid Trekking Lightweight Mountaineering Shoes Paladin\", \"asin\": \"B0CC8X9T96\", \"price\": \"$56.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 3 Hiking Shoe\", \"asin\": \"B098KHW1V7\", \"price\": \"$99.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Explorer Waterproof Lightweight Mens Outdoor Shoes for Hiking Italian Handmade Suede High Top Boots Non-Slip Barefoot Ankle Boots\", \"asin\": \"B0DB88QPVF\", \"price\": \"$73.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 1 left in stock - order soon.\"},\n{\"title\": \"Mens White Ledge Mid Waterproof\", \"asin\": \"B000VX6Y2O\", \"price\": \"$99.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Welding Work Boots for Men Slip on Steel Toe Shoes for Men Indestructible Steel Toe Boots Welder Men's Work Shoes Fireproof Safety Footwear for Construction Men's Work & Safety Footwear\", \"asin\": \"B0C556167H\", \"price\": \"$53.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Water Shoes for Women Men Quick-Dry Aqua Shoes Men's Hiking Water Shoes Women's Beach Shoes Lightweight Water Sports Shoes for Swimming Fishing Kayaking\", \"asin\": \"B0BN42G9ZZ\", \"price\": \"$36.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 2 Vent Hiking Shoe\", \"asin\": \"B01HFPP4KI\", \"price\": \"$105.05\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Shoes Lightweight Anti Slip Outdoor Ankle Boots Breathable Hike Trekking Trails Shoe\", \"asin\": \"B0D56ZYWMP\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"Men's Targhee 3 Low Height Waterproof Hiking Shoe\", \"asin\": \"B01N350YIK\", \"price\": \"$100.28\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens White Ledge Mid Waterproof\", \"asin\": \"B000VX6Y3S\", \"price\": \"$99.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Water Shoes Men Quick Drying Outdoor Hiking Barefoot Boat Footwear Aqua Shoes for Water Sport Waders Diving Hiking Sailing Travel Beach Wading Swimming Fishing Kayaking\", \"asin\": \"B0DPCGGCPH\", \"price\": \"$37.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Merino Wool Hiking Socks Thermal Warm Crew Winter Boot Sock For Men & Women 3 Pairs\", \"asin\": \"B07F3FFTMK\", \"price\": \"$17.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Shoes Leather Low-Top Hiking Shoes for Outdoor Trailing Trekking Camping Walking Quest\", \"asin\": \"B08P6NGG2H\", \"price\": \"$46.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Hiking Shoes Men Lightweight Non-Slip Breathable Sneakers Low Top Walking Shoes for Outdoor Trailing Trekking Walking Climbing\", \"asin\": \"B08Q77K84W\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Facet 75 Outdry Hiking Shoe\", \"asin\": \"B0CLW8D1D1\", \"price\": \"$78.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Women's Lightweight Hiking Shoes Quick Laces Outdoors Sneakers\", \"asin\": \"B0BPDGSKRY\", \"price\": \"$57.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Barefoot Shoes Men Wide Toe Box Zero Drop Water Shoes Men for Gym Workout Minimalist Weightlifting Cross-Trainer Running Hike Grounded Footwear\", \"asin\": \"B0BQR1V8F2\", \"price\": \"$24.79\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Boots Tactical Work Boots Outdoor Lightweight Military Boots\", \"asin\": \"B09BTLD9Y3\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 3 Waterproof Hiking Shoe\", \"asin\": \"B09FNS63M9\", \"price\": \"$78.41\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot\", \"asin\": \"B0DJSLFCMJ\", \"price\": \"$49.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Lightweight Hiking Boots Waterproof Trekking for Outdoor\", \"asin\": \"B0D473VPXC\", \"price\": \"$43.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Speedcross Peak Climasalomon Waterproof\", \"asin\": \"B0CF2RTYGN\", \"price\": \"$125.00\", \"delivery\": \"FREE delivery Apr 17 - 20 for Prime members\"},\n{\"title\": \"Women's Moab 3 Mid Waterproof Hiking Boot\", \"asin\": \"B0987WK5BM\", \"price\": \"$95.63\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Terrex Anylander Hiking Sneaker\", \"asin\": \"B0CKM8X6VJ\", \"price\": \"$56.90\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Hedgehog Fastpack 3 Waterproof Hiking Shoes\", \"asin\": \"B0C1ZZSK14\", \"price\": \"$135.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's X Ultra Pioneer Mid Climasalomon Waterproof Hiking Boot\", \"asin\": \"B094QZRYH3\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Yokota 2 Hiking Shoe\", \"asin\": \"B07M6CT66R\", \"price\": \"$80.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Hiking Boots Waterproof Non Slip Comfortable Walking Boot Water Resistant Outdoor Lightweight Ankle Hiker Shoes Trekking Trail\", \"asin\": \"B0CCR58WCV\", \"price\": \"$35.90\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Moab 2 Vent Hiking Shoe\", \"asin\": \"B01HFPQII0\", \"price\": \"$66.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Transverse Hike Waterproof Boot\", \"asin\": \"B0CLWF94S6\"},\n{\"title\": \"Men's Moab Adventure Waterproof Moc\", \"asin\": \"B08J8GCL4L\"},\n{\"title\": \"Women's Hiking Shoes Lightweight Walking Sneakers with Arch Support Outdoor Work Camping Tennis Workout Cross Training Echo\", \"asin\": \"B0DSB3GZCN\", \"price\": \"$56.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Moab 3 Hiking Shoe\", \"asin\": \"B098KKBLPB\", \"price\": \"$50.41\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"Men's Targhee II Low Height Waterproof Hiking Shoe\", \"asin\": \"B005D4U04Y\", \"price\": \"$120.81\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Women's X Ultra Pioneer Climasalomon Waterproof Hiking Shoes Trail Running\", \"asin\": \"B094R1B8ML\", \"price\": \"$119.28\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's X Ultra 4 Mid Gore-Tex Hiking Boot\", \"asin\": \"B08LKNY4K6\"},\n{\"title\": \"Men's Barefoot Running Shoes | Minimalist Cross-Trainer | Zero Drop Sole\", \"asin\": \"B08CK2G9V6\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Low Top Hiking Shoes Waterproof Suede Lightweight Anti Slip Trekking Shoes for Outdoor Trailing Camping Backpacking Running Walking\", \"asin\": \"B0DPZLYDWF\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Selmen-Enago 66275 Low Profile Waterproof Lace Up\", \"asin\": \"B07NVBR2QH\", \"price\": \"$63.75\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 3 Mid Waterproof Hiking Boot\", \"asin\": \"B0987Y3D85\", \"price\": \"$135.97\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Lightweight Hiking Shoes Chunky Tennis Comfortable Non-Slip Trekking Trails Shoes Outdoor Platform Walking Sneakers Horizon\", \"asin\": \"B0D14J67G5\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Water Shoes Aqua Swim Shoes Mens Womens Beach Sports Quick Dry Barefoot for Boating Fishing Diving Surfing\", \"asin\": \"B08TCDKV5J\", \"price\": \"$26.39\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Targhee 3 Oxford Casual Hiking Shoe\", \"asin\": \"B07T9T8MFX\", \"price\": \"$118.50\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Shoes Leather Comfortable Lightweight Anti-Slip Outdoor Walking Work Sneakers\", \"asin\": \"B0CC2WVW9H\", \"price\": \"$43.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's work boots Waterproof Hiking Boots,thermal Leather Ankle Snow Boots for Outdoor Climbing, Trekking, Backpacking, and Trekking\", \"asin\": \"B0DCK1JN2F\", \"price\": \"$40.75\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 3 Mid Hiking Boot\", \"asin\": \"B0987WBP3S\", \"price\": \"$130.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T02:47:29.356Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u767b\\u5c71\\u978b \\u7537\"}],\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\": \"$206.61\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"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\": \"$20.99\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$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\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Dbeck\\nExplorer Waterproof Lightweight Mens Outdoor Shoes for Hiking Italian Handmade Suede High Top Boots Non-Slip Barefoot Ankle Boots\", \"asin\": \"B0DB88QPVF\", \"price\": \"$73.99\", \"quantity\": \"\"},\n{\"title\": \"Timberland PRO\\n6IN Direct Attach Men's Soft Toe MaxTrax Slip-Resistant Work Boot\", \"asin\": \"B07VWXXR26\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Kapsen\\nMen's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes\", \"asin\": \"B0BCYSRK47\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"OUTJET\\nMen's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot\", \"asin\": \"B0DJSMP99J\", \"price\": \"$49.98\", \"quantity\": \"\"},\n{\"title\": \"Timberland\\nMens White Ledge Mid Waterproof\", \"asin\": \"B000VX6Y2O\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"OUTJET\\nMen's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot\", \"asin\": \"B0DJSMP99J\", \"price\": \"$49.98\", \"quantity\": \"\"},\n{\"title\": \"Alvada\\nMerino Wool Hiking Socks Thermal Warm Crew Winter Boot Sock For Men & Women 3 Pairs\", \"asin\": \"B07F3FFTMK\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Timberland\\nMens White Ledge Mid Waterproof\", \"asin\": \"B000VX6Y3S\", \"price\": \"$99.95\", \"quantity\": \"\"},\n{\"title\": \"EBMORE\\n5 Pairs Womens Merino Wool Thermal Socks Winter Thick Warm Hiking Cozy Crew Comfy Boot Socks\", \"asin\": \"B01N1EJK4U\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Kricely\\nMen's Low Top Hiking Shoes Waterproof Suede Lightweight Anti Slip Trekking Shoes for Outdoor Trailing Camping Backpacking Running Walking\", \"asin\": \"B0DPZKV2DW\", \"price\": \"$42.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Avi-Verge Mens Sneakers - Cross Trainer Mens Tennis Shoes, Pickleball or Walking Shoes for Men, Medium or Extra Wide Width Court Shoes Size 7 to 16\", \"asin\": \"B07B81DX32\", \"price\": \"$49.97\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot\", \"asin\": \"B0DJSMP99J\", \"price\": \"$49.98\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Water Shoes Aqua Swim Shoes Mens Womens Beach Sports Quick Dry Barefoot for Boating Fishing Diving Surfing\", \"asin\": \"B07QBYRW1B\", \"price\": \"$28.49\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Amphibious Water Shoes | Quick Drying | Casual-Style Inspired\", \"asin\": \"B0C1NHR5F5\", \"price\": \"$35.09\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Running Shoes Ultra Lightweight Breathable Comfortable Walking Shoes Casual Fashion Sneakers Mesh Workout Shoes\", \"asin\": \"B09G9ZR4JF\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Ankle High Waterproof Hiking Boots Outdoor Lightweight Shoes Trekking Trails Armadillo\", \"asin\": \"B07L5KB8BW\", \"price\": \"$61.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Crestwood Waterproof Hiking Shoe\", \"asin\": \"B0787HHS7Z\", \"price\": \"$52.49\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 3 Hiking Shoe\", \"asin\": \"B098KH1P14\", \"price\": \"$87.97\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"Men's Low Top Waterproof Hiking Shoes Trekking Trails Outdoor Work Shoes\", \"asin\": \"B07L5H7WYJ\", \"price\": \"$38.68\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Discontinued Newton Ridge Plus Waterproof Amped\", \"asin\": \"B01HEH31OI\", \"price\": \"$74.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Voyageur Low Height Breathable Hiking Shoe\", \"asin\": \"B06ZZ4Q74T\", \"price\": \"$79.97\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Women's Comfortable Slip Resistant Service Shoe\", \"asin\": \"B09RXJ713B\", \"price\": \"$43.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Water Shoes Women Men Quick Drying Swim Beach Aqua Shoes for Water Sport Diving Hiking Sailing Travel\", \"asin\": \"B083ZX7G5T\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"6IN Direct Attach Men's Soft Toe MaxTrax Slip-Resistant Work Boot\", \"asin\": \"B07VWXXR26\", \"price\": \"$149.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes\", \"asin\": \"B0BCYSRK47\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 17 - 20 for Prime members\"},\n{\"title\": \"Men's Newton Ridge Bc Hiking Shoe\", \"asin\": \"B0BKZ21YSN\", \"price\": \"$80.97\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Terrex AX4 Hiking Shoe\", \"asin\": \"B09VCKBJZD\", \"price\": \"$100.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Boots Outdoor Mid Trekking Lightweight Mountaineering Shoes Paladin\", \"asin\": \"B0CC8X9T96\", \"price\": \"$56.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 3 Hiking Shoe\", \"asin\": \"B098KHW1V7\", \"price\": \"$99.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Explorer Waterproof Lightweight Mens Outdoor Shoes for Hiking Italian Handmade Suede High Top Boots Non-Slip Barefoot Ankle Boots\", \"asin\": \"B0DB88QPVF\", \"price\": \"$73.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 1 left in stock - order soon.\"},\n{\"title\": \"Mens White Ledge Mid Waterproof\", \"asin\": \"B000VX6Y2O\", \"price\": \"$99.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Welding Work Boots for Men Slip on Steel Toe Shoes for Men Indestructible Steel Toe Boots Welder Men's Work Shoes Fireproof Safety Footwear for Construction Men's Work & Safety Footwear\", \"asin\": \"B0C556167H\", \"price\": \"$53.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Water Shoes for Women Men Quick-Dry Aqua Shoes Men's Hiking Water Shoes Women's Beach Shoes Lightweight Water Sports Shoes for Swimming Fishing Kayaking\", \"asin\": \"B0BN42G9ZZ\", \"price\": \"$36.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 2 Vent Hiking Shoe\", \"asin\": \"B01HFPP4KI\", \"price\": \"$105.05\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Shoes Lightweight Anti Slip Outdoor Ankle Boots Breathable Hike Trekking Trails Shoe\", \"asin\": \"B0D56ZYWMP\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"Men's Targhee 3 Low Height Waterproof Hiking Shoe\", \"asin\": \"B01N350YIK\", \"price\": \"$100.28\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens White Ledge Mid Waterproof\", \"asin\": \"B000VX6Y3S\", \"price\": \"$99.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Water Shoes Men Quick Drying Outdoor Hiking Barefoot Boat Footwear Aqua Shoes for Water Sport Waders Diving Hiking Sailing Travel Beach Wading Swimming Fishing Kayaking\", \"asin\": \"B0DPCGGCPH\", \"price\": \"$37.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Merino Wool Hiking Socks Thermal Warm Crew Winter Boot Sock For Men & Women 3 Pairs\", \"asin\": \"B07F3FFTMK\", \"price\": \"$17.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Shoes Leather Low-Top Hiking Shoes for Outdoor Trailing Trekking Camping Walking Quest\", \"asin\": \"B08P6NGG2H\", \"price\": \"$46.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Hiking Shoes Men Lightweight Non-Slip Breathable Sneakers Low Top Walking Shoes for Outdoor Trailing Trekking Walking Climbing\", \"asin\": \"B08Q77K84W\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Facet 75 Outdry Hiking Shoe\", \"asin\": \"B0CLW8D1D1\", \"price\": \"$78.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Women's Lightweight Hiking Shoes Quick Laces Outdoors Sneakers\", \"asin\": \"B0BPDGSKRY\", \"price\": \"$57.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Barefoot Shoes Men Wide Toe Box Zero Drop Water Shoes Men for Gym Workout Minimalist Weightlifting Cross-Trainer Running Hike Grounded Footwear\", \"asin\": \"B0BQR1V8F2\", \"price\": \"$24.79\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Boots Tactical Work Boots Outdoor Lightweight Military Boots\", \"asin\": \"B09BTLD9Y3\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 3 Waterproof Hiking Shoe\", \"asin\": \"B09FNS63M9\", \"price\": \"$78.41\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot\", \"asin\": \"B0DJSLFCMJ\", \"price\": \"$49.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Lightweight Hiking Boots Waterproof Trekking for Outdoor\", \"asin\": \"B0D473VPXC\", \"price\": \"$43.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Speedcross Peak Climasalomon Waterproof\", \"asin\": \"B0CF2RTYGN\", \"price\": \"$125.00\", \"delivery\": \"FREE delivery Apr 17 - 20 for Prime members\"},\n{\"title\": \"Women's Moab 3 Mid Waterproof Hiking Boot\", \"asin\": \"B0987WK5BM\", \"price\": \"$95.63\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Terrex Anylander Hiking Sneaker\", \"asin\": \"B0CKM8X6VJ\", \"price\": \"$56.90\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Hedgehog Fastpack 3 Waterproof Hiking Shoes\", \"asin\": \"B0C1ZZSK14\", \"price\": \"$135.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's X Ultra Pioneer Mid Climasalomon Waterproof Hiking Boot\", \"asin\": \"B094QZRYH3\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Yokota 2 Hiking Shoe\", \"asin\": \"B07M6CT66R\", \"price\": \"$80.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Hiking Boots Waterproof Non Slip Comfortable Walking Boot Water Resistant Outdoor Lightweight Ankle Hiker Shoes Trekking Trail\", \"asin\": \"B0CCR58WCV\", \"price\": \"$35.90\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Moab 2 Vent Hiking Shoe\", \"asin\": \"B01HFPQII0\", \"price\": \"$66.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Transverse Hike Waterproof Boot\", \"asin\": \"B0CLWF94S6\"},\n{\"title\": \"Men's Moab Adventure Waterproof Moc\", \"asin\": \"B08J8GCL4L\"},\n{\"title\": \"Women's Hiking Shoes Lightweight Walking Sneakers with Arch Support Outdoor Work Camping Tennis Workout Cross Training Echo\", \"asin\": \"B0DSB3GZCN\", \"price\": \"$56.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Moab 3 Hiking Shoe\", \"asin\": \"B098KKBLPB\", \"price\": \"$50.41\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"Men's Targhee II Low Height Waterproof Hiking Shoe\", \"asin\": \"B005D4U04Y\", \"price\": \"$120.81\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Women's X Ultra Pioneer Climasalomon Waterproof Hiking Shoes Trail Running\", \"asin\": \"B094R1B8ML\", \"price\": \"$119.28\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's X Ultra 4 Mid Gore-Tex Hiking Boot\", \"asin\": \"B08LKNY4K6\"},\n{\"title\": \"Men's Barefoot Running Shoes | Minimalist Cross-Trainer | Zero Drop Sole\", \"asin\": \"B08CK2G9V6\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Low Top Hiking Shoes Waterproof Suede Lightweight Anti Slip Trekking Shoes for Outdoor Trailing Camping Backpacking Running Walking\", \"asin\": \"B0DPZLYDWF\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Selmen-Enago 66275 Low Profile Waterproof Lace Up\", \"asin\": \"B07NVBR2QH\", \"price\": \"$63.75\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 3 Mid Waterproof Hiking Boot\", \"asin\": \"B0987Y3D85\", \"price\": \"$135.97\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Lightweight Hiking Shoes Chunky Tennis Comfortable Non-Slip Trekking Trails Shoes Outdoor Platform Walking Sneakers Horizon\", \"asin\": \"B0D14J67G5\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Water Shoes Aqua Swim Shoes Mens Womens Beach Sports Quick Dry Barefoot for Boating Fishing Diving Surfing\", \"asin\": \"B08TCDKV5J\", \"price\": \"$26.39\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Targhee 3 Oxford Casual Hiking Shoe\", \"asin\": \"B07T9T8MFX\", \"price\": \"$118.50\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Shoes Leather Comfortable Lightweight Anti-Slip Outdoor Walking Work Sneakers\", \"asin\": \"B0CC2WVW9H\", \"price\": \"$43.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's work boots Waterproof Hiking Boots,thermal Leather Ankle Snow Boots for Outdoor Climbing, Trekking, Backpacking, and Trekking\", \"asin\": \"B0DCK1JN2F\", \"price\": \"$40.75\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 3 Mid Hiking Boot\", \"asin\": \"B0987WBP3S\", \"price\": \"$130.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T02:47:29.830Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T02:47:29.830Z
|
click
|
search
|
rule
|
train
| 131 |
2025-04-14T02:47:29.830Z
|
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": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"}
{"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"}
{"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"}
{"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"}
{"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "\u767b\u5c71\u978b \u7537"}],
"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": "$206.61", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "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": "$20.99", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$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": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"promotion_items": [{"title": "Dbeck\nExplorer Waterproof Lightweight Mens Outdoor Shoes for Hiking Italian Handmade Suede High Top Boots Non-Slip Barefoot Ankle Boots", "asin": "B0DB88QPVF", "price": "$73.99", "quantity": ""},
{"title": "Timberland PRO\n6IN Direct Attach Men's Soft Toe MaxTrax Slip-Resistant Work Boot", "asin": "B07VWXXR26", "price": "$149.99", "quantity": ""},
{"title": "Kapsen\nMen's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes", "asin": "B0BCYSRK47", "price": "$29.99", "quantity": ""},
{"title": "OUTJET\nMen's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot", "asin": "B0DJSMP99J", "price": "$49.98", "quantity": ""},
{"title": "Timberland\nMens White Ledge Mid Waterproof", "asin": "B000VX6Y2O", "price": "$99.99", "quantity": ""},
{"title": "OUTJET\nMen's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot", "asin": "B0DJSMP99J", "price": "$49.98", "quantity": ""},
{"title": "Alvada\nMerino Wool Hiking Socks Thermal Warm Crew Winter Boot Sock For Men & Women 3 Pairs", "asin": "B07F3FFTMK", "price": "$17.98", "quantity": ""},
{"title": "Timberland\nMens White Ledge Mid Waterproof", "asin": "B000VX6Y3S", "price": "$99.95", "quantity": ""},
{"title": "EBMORE\n5 Pairs Womens Merino Wool Thermal Socks Winter Thick Warm Hiking Cozy Crew Comfy Boot Socks", "asin": "B01N1EJK4U", "price": "$14.99", "quantity": ""},
{"title": "Kricely\nMen's Low Top Hiking Shoes Waterproof Suede Lightweight Anti Slip Trekking Shoes for Outdoor Trailing Camping Backpacking Running Walking", "asin": "B0DPZKV2DW", "price": "$42.99", "quantity": ""}],
"search_results": [{"title": "Avi-Verge Mens Sneakers - Cross Trainer Mens Tennis Shoes, Pickleball or Walking Shoes for Men, Medium or Extra Wide Width Court Shoes Size 7 to 16", "asin": "B07B81DX32", "price": "$49.97", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Men's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot", "asin": "B0DJSMP99J", "price": "$49.98", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Water Shoes Aqua Swim Shoes Mens Womens Beach Sports Quick Dry Barefoot for Boating Fishing Diving Surfing", "asin": "B07QBYRW1B", "price": "$28.49", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Amphibious Water Shoes | Quick Drying | Casual-Style Inspired", "asin": "B0C1NHR5F5", "price": "$35.09", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Running Shoes Ultra Lightweight Breathable Comfortable Walking Shoes Casual Fashion Sneakers Mesh Workout Shoes", "asin": "B09G9ZR4JF", "price": "$29.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Ankle High Waterproof Hiking Boots Outdoor Lightweight Shoes Trekking Trails Armadillo", "asin": "B07L5KB8BW", "price": "$61.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Crestwood Waterproof Hiking Shoe", "asin": "B0787HHS7Z", "price": "$52.49", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Moab 3 Hiking Shoe", "asin": "B098KH1P14", "price": "$87.97", "delivery": "FREE delivery Thu, Apr 17 Or fastest delivery Apr 15 - 16"},
{"title": "Men's Low Top Waterproof Hiking Shoes Trekking Trails Outdoor Work Shoes", "asin": "B07L5H7WYJ", "price": "$38.68", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Women's Discontinued Newton Ridge Plus Waterproof Amped", "asin": "B01HEH31OI", "price": "$74.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Voyageur Low Height Breathable Hiking Shoe", "asin": "B06ZZ4Q74T", "price": "$79.97", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Women's Comfortable Slip Resistant Service Shoe", "asin": "B09RXJ713B", "price": "$43.00", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Water Shoes Women Men Quick Drying Swim Beach Aqua Shoes for Water Sport Diving Hiking Sailing Travel", "asin": "B083ZX7G5T", "price": "$35.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "6IN Direct Attach Men's Soft Toe MaxTrax Slip-Resistant Work Boot", "asin": "B07VWXXR26", "price": "$149.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes", "asin": "B0BCYSRK47", "price": "$29.99", "delivery": "FREE delivery Apr 17 - 20 for Prime members"},
{"title": "Men's Newton Ridge Bc Hiking Shoe", "asin": "B0BKZ21YSN", "price": "$80.97", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Terrex AX4 Hiking Shoe", "asin": "B09VCKBJZD", "price": "$100.00", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Waterproof Hiking Boots Outdoor Mid Trekking Lightweight Mountaineering Shoes Paladin", "asin": "B0CC8X9T96", "price": "$56.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Moab 3 Hiking Shoe", "asin": "B098KHW1V7", "price": "$99.98", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Explorer Waterproof Lightweight Mens Outdoor Shoes for Hiking Italian Handmade Suede High Top Boots Non-Slip Barefoot Ankle Boots", "asin": "B0DB88QPVF", "price": "$73.99", "delivery": "FREE delivery Wed, Apr 16 Only 1 left in stock - order soon."},
{"title": "Mens White Ledge Mid Waterproof", "asin": "B000VX6Y2O", "price": "$99.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Welding Work Boots for Men Slip on Steel Toe Shoes for Men Indestructible Steel Toe Boots Welder Men's Work Shoes Fireproof Safety Footwear for Construction Men's Work & Safety Footwear", "asin": "B0C556167H", "price": "$53.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Water Shoes for Women Men Quick-Dry Aqua Shoes Men's Hiking Water Shoes Women's Beach Shoes Lightweight Water Sports Shoes for Swimming Fishing Kayaking", "asin": "B0BN42G9ZZ", "price": "$36.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Moab 2 Vent Hiking Shoe", "asin": "B01HFPP4KI", "price": "$105.05", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Waterproof Hiking Shoes Lightweight Anti Slip Outdoor Ankle Boots Breathable Hike Trekking Trails Shoe", "asin": "B0D56ZYWMP", "price": "$49.99", "delivery": "FREE delivery Thu, Apr 17 for Prime members"},
{"title": "Men's Targhee 3 Low Height Waterproof Hiking Shoe", "asin": "B01N350YIK", "price": "$100.28", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Mens White Ledge Mid Waterproof", "asin": "B000VX6Y3S", "price": "$99.95", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Water Shoes Men Quick Drying Outdoor Hiking Barefoot Boat Footwear Aqua Shoes for Water Sport Waders Diving Hiking Sailing Travel Beach Wading Swimming Fishing Kayaking", "asin": "B0DPCGGCPH", "price": "$37.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Merino Wool Hiking Socks Thermal Warm Crew Winter Boot Sock For Men & Women 3 Pairs", "asin": "B07F3FFTMK", "price": "$17.98", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Waterproof Hiking Shoes Leather Low-Top Hiking Shoes for Outdoor Trailing Trekking Camping Walking Quest", "asin": "B08P6NGG2H", "price": "$46.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Hiking Shoes Men Lightweight Non-Slip Breathable Sneakers Low Top Walking Shoes for Outdoor Trailing Trekking Walking Climbing", "asin": "B08Q77K84W", "price": "$39.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Facet 75 Outdry Hiking Shoe", "asin": "B0CLW8D1D1", "price": "$78.00", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Women's Lightweight Hiking Shoes Quick Laces Outdoors Sneakers", "asin": "B0BPDGSKRY", "price": "$57.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Barefoot Shoes Men Wide Toe Box Zero Drop Water Shoes Men for Gym Workout Minimalist Weightlifting Cross-Trainer Running Hike Grounded Footwear", "asin": "B0BQR1V8F2", "price": "$24.79", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Waterproof Hiking Boots Tactical Work Boots Outdoor Lightweight Military Boots", "asin": "B09BTLD9Y3", "price": "$59.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Moab 3 Waterproof Hiking Shoe", "asin": "B09FNS63M9", "price": "$78.41", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot", "asin": "B0DJSLFCMJ", "price": "$49.98", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Women's Lightweight Hiking Boots Waterproof Trekking for Outdoor", "asin": "B0D473VPXC", "price": "$43.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Speedcross Peak Climasalomon Waterproof", "asin": "B0CF2RTYGN", "price": "$125.00", "delivery": "FREE delivery Apr 17 - 20 for Prime members"},
{"title": "Women's Moab 3 Mid Waterproof Hiking Boot", "asin": "B0987WK5BM", "price": "$95.63", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Women's Terrex Anylander Hiking Sneaker", "asin": "B0CKM8X6VJ", "price": "$56.90", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Men's Hedgehog Fastpack 3 Waterproof Hiking Shoes", "asin": "B0C1ZZSK14", "price": "$135.00", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's X Ultra Pioneer Mid Climasalomon Waterproof Hiking Boot", "asin": "B094QZRYH3", "price": "$149.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Men's Yokota 2 Hiking Shoe", "asin": "B07M6CT66R", "price": "$80.00", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Hiking Boots Waterproof Non Slip Comfortable Walking Boot Water Resistant Outdoor Lightweight Ankle Hiker Shoes Trekking Trail", "asin": "B0CCR58WCV", "price": "$35.90", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Women's Moab 2 Vent Hiking Shoe", "asin": "B01HFPQII0", "price": "$66.00", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Men's Transverse Hike Waterproof Boot", "asin": "B0CLWF94S6"},
{"title": "Men's Moab Adventure Waterproof Moc", "asin": "B08J8GCL4L"},
{"title": "Women's Hiking Shoes Lightweight Walking Sneakers with Arch Support Outdoor Work Camping Tennis Workout Cross Training Echo", "asin": "B0DSB3GZCN", "price": "$56.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Women's Moab 3 Hiking Shoe", "asin": "B098KKBLPB", "price": "$50.41", "delivery": "FREE delivery Thu, Apr 17 for Prime members"},
{"title": "Men's Targhee II Low Height Waterproof Hiking Shoe", "asin": "B005D4U04Y", "price": "$120.81", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Women's X Ultra Pioneer Climasalomon Waterproof Hiking Shoes Trail Running", "asin": "B094R1B8ML", "price": "$119.28", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's X Ultra 4 Mid Gore-Tex Hiking Boot", "asin": "B08LKNY4K6"},
{"title": "Men's Barefoot Running Shoes | Minimalist Cross-Trainer | Zero Drop Sole", "asin": "B08CK2G9V6", "price": "$39.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Low Top Hiking Shoes Waterproof Suede Lightweight Anti Slip Trekking Shoes for Outdoor Trailing Camping Backpacking Running Walking", "asin": "B0DPZLYDWF", "price": "$42.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Men's Selmen-Enago 66275 Low Profile Waterproof Lace Up", "asin": "B07NVBR2QH", "price": "$63.75", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Moab 3 Mid Waterproof Hiking Boot", "asin": "B0987Y3D85", "price": "$135.97", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Women's Lightweight Hiking Shoes Chunky Tennis Comfortable Non-Slip Trekking Trails Shoes Outdoor Platform Walking Sneakers Horizon", "asin": "B0D14J67G5", "price": "$33.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Water Shoes Aqua Swim Shoes Mens Womens Beach Sports Quick Dry Barefoot for Boating Fishing Diving Surfing", "asin": "B08TCDKV5J", "price": "$26.39", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Targhee 3 Oxford Casual Hiking Shoe", "asin": "B07T9T8MFX", "price": "$118.50", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Waterproof Hiking Shoes Leather Comfortable Lightweight Anti-Slip Outdoor Walking Work Sneakers", "asin": "B0CC2WVW9H", "price": "$43.98", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's work boots Waterproof Hiking Boots,thermal Leather Ankle Snow Boots for Outdoor Climbing, Trekking, Backpacking, and Trekking", "asin": "B0DCK1JN2F", "price": "$40.75", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Men's Moab 3 Mid Hiking Boot", "asin": "B0987WBP3S", "price": "$130.00", "delivery": "FREE delivery Wed, Apr 16"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T02:47:29.830Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-14T02:47:29.830Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T02:47:29.830Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 131,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u767b\\u5c71\\u978b \\u7537\"}],\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\": \"$206.61\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"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\": \"$20.99\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$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\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Dbeck\\nExplorer Waterproof Lightweight Mens Outdoor Shoes for Hiking Italian Handmade Suede High Top Boots Non-Slip Barefoot Ankle Boots\", \"asin\": \"B0DB88QPVF\", \"price\": \"$73.99\", \"quantity\": \"\"},\n{\"title\": \"Timberland PRO\\n6IN Direct Attach Men's Soft Toe MaxTrax Slip-Resistant Work Boot\", \"asin\": \"B07VWXXR26\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Kapsen\\nMen's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes\", \"asin\": \"B0BCYSRK47\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"OUTJET\\nMen's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot\", \"asin\": \"B0DJSMP99J\", \"price\": \"$49.98\", \"quantity\": \"\"},\n{\"title\": \"Timberland\\nMens White Ledge Mid Waterproof\", \"asin\": \"B000VX6Y2O\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"OUTJET\\nMen's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot\", \"asin\": \"B0DJSMP99J\", \"price\": \"$49.98\", \"quantity\": \"\"},\n{\"title\": \"Alvada\\nMerino Wool Hiking Socks Thermal Warm Crew Winter Boot Sock For Men & Women 3 Pairs\", \"asin\": \"B07F3FFTMK\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Timberland\\nMens White Ledge Mid Waterproof\", \"asin\": \"B000VX6Y3S\", \"price\": \"$99.95\", \"quantity\": \"\"},\n{\"title\": \"EBMORE\\n5 Pairs Womens Merino Wool Thermal Socks Winter Thick Warm Hiking Cozy Crew Comfy Boot Socks\", \"asin\": \"B01N1EJK4U\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Kricely\\nMen's Low Top Hiking Shoes Waterproof Suede Lightweight Anti Slip Trekking Shoes for Outdoor Trailing Camping Backpacking Running Walking\", \"asin\": \"B0DPZKV2DW\", \"price\": \"$42.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Avi-Verge Mens Sneakers - Cross Trainer Mens Tennis Shoes, Pickleball or Walking Shoes for Men, Medium or Extra Wide Width Court Shoes Size 7 to 16\", \"asin\": \"B07B81DX32\", \"price\": \"$49.97\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot\", \"asin\": \"B0DJSMP99J\", \"price\": \"$49.98\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Water Shoes Aqua Swim Shoes Mens Womens Beach Sports Quick Dry Barefoot for Boating Fishing Diving Surfing\", \"asin\": \"B07QBYRW1B\", \"price\": \"$28.49\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Amphibious Water Shoes | Quick Drying | Casual-Style Inspired\", \"asin\": \"B0C1NHR5F5\", \"price\": \"$35.09\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Running Shoes Ultra Lightweight Breathable Comfortable Walking Shoes Casual Fashion Sneakers Mesh Workout Shoes\", \"asin\": \"B09G9ZR4JF\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Ankle High Waterproof Hiking Boots Outdoor Lightweight Shoes Trekking Trails Armadillo\", \"asin\": \"B07L5KB8BW\", \"price\": \"$61.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Crestwood Waterproof Hiking Shoe\", \"asin\": \"B0787HHS7Z\", \"price\": \"$52.49\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 3 Hiking Shoe\", \"asin\": \"B098KH1P14\", \"price\": \"$87.97\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"Men's Low Top Waterproof Hiking Shoes Trekking Trails Outdoor Work Shoes\", \"asin\": \"B07L5H7WYJ\", \"price\": \"$38.68\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Discontinued Newton Ridge Plus Waterproof Amped\", \"asin\": \"B01HEH31OI\", \"price\": \"$74.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Voyageur Low Height Breathable Hiking Shoe\", \"asin\": \"B06ZZ4Q74T\", \"price\": \"$79.97\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Women's Comfortable Slip Resistant Service Shoe\", \"asin\": \"B09RXJ713B\", \"price\": \"$43.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Water Shoes Women Men Quick Drying Swim Beach Aqua Shoes for Water Sport Diving Hiking Sailing Travel\", \"asin\": \"B083ZX7G5T\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"6IN Direct Attach Men's Soft Toe MaxTrax Slip-Resistant Work Boot\", \"asin\": \"B07VWXXR26\", \"price\": \"$149.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes\", \"asin\": \"B0BCYSRK47\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 17 - 20 for Prime members\"},\n{\"title\": \"Men's Newton Ridge Bc Hiking Shoe\", \"asin\": \"B0BKZ21YSN\", \"price\": \"$80.97\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Terrex AX4 Hiking Shoe\", \"asin\": \"B09VCKBJZD\", \"price\": \"$100.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Boots Outdoor Mid Trekking Lightweight Mountaineering Shoes Paladin\", \"asin\": \"B0CC8X9T96\", \"price\": \"$56.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 3 Hiking Shoe\", \"asin\": \"B098KHW1V7\", \"price\": \"$99.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Explorer Waterproof Lightweight Mens Outdoor Shoes for Hiking Italian Handmade Suede High Top Boots Non-Slip Barefoot Ankle Boots\", \"asin\": \"B0DB88QPVF\", \"price\": \"$73.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 1 left in stock - order soon.\"},\n{\"title\": \"Mens White Ledge Mid Waterproof\", \"asin\": \"B000VX6Y2O\", \"price\": \"$99.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Welding Work Boots for Men Slip on Steel Toe Shoes for Men Indestructible Steel Toe Boots Welder Men's Work Shoes Fireproof Safety Footwear for Construction Men's Work & Safety Footwear\", \"asin\": \"B0C556167H\", \"price\": \"$53.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Water Shoes for Women Men Quick-Dry Aqua Shoes Men's Hiking Water Shoes Women's Beach Shoes Lightweight Water Sports Shoes for Swimming Fishing Kayaking\", \"asin\": \"B0BN42G9ZZ\", \"price\": \"$36.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 2 Vent Hiking Shoe\", \"asin\": \"B01HFPP4KI\", \"price\": \"$105.05\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Shoes Lightweight Anti Slip Outdoor Ankle Boots Breathable Hike Trekking Trails Shoe\", \"asin\": \"B0D56ZYWMP\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"Men's Targhee 3 Low Height Waterproof Hiking Shoe\", \"asin\": \"B01N350YIK\", \"price\": \"$100.28\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens White Ledge Mid Waterproof\", \"asin\": \"B000VX6Y3S\", \"price\": \"$99.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Water Shoes Men Quick Drying Outdoor Hiking Barefoot Boat Footwear Aqua Shoes for Water Sport Waders Diving Hiking Sailing Travel Beach Wading Swimming Fishing Kayaking\", \"asin\": \"B0DPCGGCPH\", \"price\": \"$37.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Merino Wool Hiking Socks Thermal Warm Crew Winter Boot Sock For Men & Women 3 Pairs\", \"asin\": \"B07F3FFTMK\", \"price\": \"$17.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Shoes Leather Low-Top Hiking Shoes for Outdoor Trailing Trekking Camping Walking Quest\", \"asin\": \"B08P6NGG2H\", \"price\": \"$46.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Hiking Shoes Men Lightweight Non-Slip Breathable Sneakers Low Top Walking Shoes for Outdoor Trailing Trekking Walking Climbing\", \"asin\": \"B08Q77K84W\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Facet 75 Outdry Hiking Shoe\", \"asin\": \"B0CLW8D1D1\", \"price\": \"$78.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Women's Lightweight Hiking Shoes Quick Laces Outdoors Sneakers\", \"asin\": \"B0BPDGSKRY\", \"price\": \"$57.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Barefoot Shoes Men Wide Toe Box Zero Drop Water Shoes Men for Gym Workout Minimalist Weightlifting Cross-Trainer Running Hike Grounded Footwear\", \"asin\": \"B0BQR1V8F2\", \"price\": \"$24.79\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Boots Tactical Work Boots Outdoor Lightweight Military Boots\", \"asin\": \"B09BTLD9Y3\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 3 Waterproof Hiking Shoe\", \"asin\": \"B09FNS63M9\", \"price\": \"$78.41\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Boots Lightweight Comfortable Leather Mid Ankle Outdoor Trekking Boot\", \"asin\": \"B0DJSLFCMJ\", \"price\": \"$49.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Lightweight Hiking Boots Waterproof Trekking for Outdoor\", \"asin\": \"B0D473VPXC\", \"price\": \"$43.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Speedcross Peak Climasalomon Waterproof\", \"asin\": \"B0CF2RTYGN\", \"price\": \"$125.00\", \"delivery\": \"FREE delivery Apr 17 - 20 for Prime members\"},\n{\"title\": \"Women's Moab 3 Mid Waterproof Hiking Boot\", \"asin\": \"B0987WK5BM\", \"price\": \"$95.63\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Terrex Anylander Hiking Sneaker\", \"asin\": \"B0CKM8X6VJ\", \"price\": \"$56.90\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Hedgehog Fastpack 3 Waterproof Hiking Shoes\", \"asin\": \"B0C1ZZSK14\", \"price\": \"$135.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's X Ultra Pioneer Mid Climasalomon Waterproof Hiking Boot\", \"asin\": \"B094QZRYH3\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Yokota 2 Hiking Shoe\", \"asin\": \"B07M6CT66R\", \"price\": \"$80.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Hiking Boots Waterproof Non Slip Comfortable Walking Boot Water Resistant Outdoor Lightweight Ankle Hiker Shoes Trekking Trail\", \"asin\": \"B0CCR58WCV\", \"price\": \"$35.90\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Moab 2 Vent Hiking Shoe\", \"asin\": \"B01HFPQII0\", \"price\": \"$66.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Transverse Hike Waterproof Boot\", \"asin\": \"B0CLWF94S6\"},\n{\"title\": \"Men's Moab Adventure Waterproof Moc\", \"asin\": \"B08J8GCL4L\"},\n{\"title\": \"Women's Hiking Shoes Lightweight Walking Sneakers with Arch Support Outdoor Work Camping Tennis Workout Cross Training Echo\", \"asin\": \"B0DSB3GZCN\", \"price\": \"$56.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Moab 3 Hiking Shoe\", \"asin\": \"B098KKBLPB\", \"price\": \"$50.41\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"Men's Targhee II Low Height Waterproof Hiking Shoe\", \"asin\": \"B005D4U04Y\", \"price\": \"$120.81\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Women's X Ultra Pioneer Climasalomon Waterproof Hiking Shoes Trail Running\", \"asin\": \"B094R1B8ML\", \"price\": \"$119.28\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's X Ultra 4 Mid Gore-Tex Hiking Boot\", \"asin\": \"B08LKNY4K6\"},\n{\"title\": \"Men's Barefoot Running Shoes | Minimalist Cross-Trainer | Zero Drop Sole\", \"asin\": \"B08CK2G9V6\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Low Top Hiking Shoes Waterproof Suede Lightweight Anti Slip Trekking Shoes for Outdoor Trailing Camping Backpacking Running Walking\", \"asin\": \"B0DPZLYDWF\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Selmen-Enago 66275 Low Profile Waterproof Lace Up\", \"asin\": \"B07NVBR2QH\", \"price\": \"$63.75\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 3 Mid Waterproof Hiking Boot\", \"asin\": \"B0987Y3D85\", \"price\": \"$135.97\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Women's Lightweight Hiking Shoes Chunky Tennis Comfortable Non-Slip Trekking Trails Shoes Outdoor Platform Walking Sneakers Horizon\", \"asin\": \"B0D14J67G5\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Water Shoes Aqua Swim Shoes Mens Womens Beach Sports Quick Dry Barefoot for Boating Fishing Diving Surfing\", \"asin\": \"B08TCDKV5J\", \"price\": \"$26.39\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Targhee 3 Oxford Casual Hiking Shoe\", \"asin\": \"B07T9T8MFX\", \"price\": \"$118.50\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Waterproof Hiking Shoes Leather Comfortable Lightweight Anti-Slip Outdoor Walking Work Sneakers\", \"asin\": \"B0CC2WVW9H\", \"price\": \"$43.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's work boots Waterproof Hiking Boots,thermal Leather Ankle Snow Boots for Outdoor Climbing, Trekking, Backpacking, and Trekking\", \"asin\": \"B0DCK1JN2F\", \"price\": \"$40.75\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Moab 3 Mid Hiking Boot\", \"asin\": \"B0987WBP3S\", \"price\": \"$130.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T02:47:29.830Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"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\": \"2025-04-14T03:52:39.278Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T03:52:39.278Z
|
input
|
果盘
|
rule
|
train
| 132 |
2025-04-14T03:52:39.278Z
|
input
|
果盘
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"}
{"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"}
{"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"}
{"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"}
{"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "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": "2025-04-14T03:52:39.278Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-14T03:52:39.278Z\",\"action\": \"input\",\"acion_argument\": \"果盘\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T03:52:39.278Z\",\"action\": \"input\",\"acion_argument\": \"果盘\",}</answer>",
"index": 132,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"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\": \"2025-04-14T03:52:39.278Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u679c\\u76d8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T03:52:39.506Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T03:52:39.506Z
|
click
|
search
|
rule
|
train
| 133 |
2025-04-14T03:52:39.506Z
|
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": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"}
{"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"}
{"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"}
{"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"}
{"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "\u679c\u76d8"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T03:52:39.506Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-14T03:52:39.506Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T03:52:39.506Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 133,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u679c\\u76d8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T03:52:39.506Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"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\": \"\\u679c\\u76d8\"}],\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\": \"$206.61\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"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\": \"$20.99\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$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\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"PATIKIL Wood Serving Tray 10x7 Inch Outer Base, Rectangular Decorative Platter for Home Decor Kitchen Table Candle Holder, Brown\", \"asin\": \"B0C3B92J1N\", \"price\": \"$15.39\", \"quantity\": \"\"},\n{\"title\": \"Fruit bowl Fruit Basket for Kitchen Countertop Kitchen Storage Baskets Stand Organization, Decor Centerpiece for Kitchen Counter or Dining Room Tables, White\", \"asin\": \"B097DNWR91\", \"price\": \"$19.88\", \"quantity\": \"\"},\n{\"title\": \"FUNSUEI 11.8 x 5.1 Inches Set of 6 Wooden Serving Platters, Acacia Wooden Serving Trays with Grooved Design, Rectangular Wood Platters for Fruit, Cookie, Bread, Vegetable, Salad\", \"asin\": \"B08ZYPW2BH\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"60oz Salad Bowl Set,2 Pack Serving Bowls for Entertaining,8inch Large White Ceramic Bowl for Side Dishes,Soup, Pho, Cereal, Pasta, Fruit, Microwave and Dishwasher Safe\", \"asin\": \"B0D9PTJRXL\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"KOLWOVEN Solid Acacia Wood Serving Tray - 3 Pack, 11.8\\\" x 5.9\\\" Rectangular Wooden Serving Platter, Wood Boards for Food, Mini Cheese Board for Vegetable, Charcuterie, Appetizer, Decor (Set 3)\", \"asin\": \"B0CT92TV7F\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Luxurious White Textured Ceramic Bowl and Greenery Set,12.5x10.5 Inch Pedestal Decorative Bowl, with 6 Green Succulent Moss Balls, Counter Top, Farmhouse Table Centerpiece, Living Room, Kitchen Decor\", \"asin\": \"B0CT4J6NL3\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Fruit Bowl for Kitchen Counter, Large Fruit Basket Morden Fruits Holder for Table Centerpiece Decorative Fruit Bowls Stainless Steel Fruit Stand Creative Home Decor Bread Vegetable Storage Organizer\", \"asin\": \"B08B3F97WX\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"60oz Salad Bowl Set,2 Pack Serving Bowls for Entertaining,8inch Large White Ceramic Bowl for Side Dishes,Soup, Pho, Cereal, Pasta, Fruit, Microwave and Dishwasher Safe\", \"asin\": \"B0D9PTJRXL\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"12\\\" Salad Bowl Set with 2 Wooden Hands - Large Acacia Wood Serving Bowl with Serving Utensils - Big Mixing Bowl for Fruits, Salad,Pasta for Kitchen Counter (12\\\" Diameter x 4.5\\\" Height)\", \"asin\": \"B0D95MZ1NT\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"MALACASA Serving Bowls, 114 OZ(10\\\") Extra Large Salad Bowls Set of 2, Porcelain White Serving Bowls for Salad, Soup, Pasta and Dinner, Large Ceramic Bowl Set for Entertaining, Series REGULAR\", \"asin\": \"B0C5LMMLYP\", \"price\": \"$39.89\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Miicol Ceramic Bowls with Lids Set of 4, Food Storage Containers 20 Oz, Porcelain Serving Bowls 5 Inch, Colorful Mixing Bowl, Kitchen Bowl for Meal Prep, Picnic, Lunch.\\\" Rated 4.6 out of 5 stars by 218 reviews. Eligible for Prime.\", \"asin\": \"B08R41LT8B\"},\n{\"title\": \"Go to detail page for \\\"Miicol Ceramic Appetizer Plates Set of 6, White Dessert Plates 8 Inch, Small Dinner Plates, Modern Round Salad Plates, Porcelain Serving Dishes for Snack, Bread, Fruit, Microwave & Dishwasher Safe.\\\" Rated 4.5 out of 5 stars by 376 reviews. Eligible for Prime.\", \"asin\": \"B077WRJSM2\"},\n{\"title\": \"Go to detail page for \\\"Miicol Prosecco Stopper, Rose Gold Initial Wine Stopper - Personalised Champagne Gift for Wine Lovers.\\\" Rated 4.8 out of 5 stars by 1069 reviews. Eligible for Prime.\", \"asin\": \"B08CCG5MPR\"}],\n\"search_results\": [{\"title\": \"Livabber Countertop Fruit Basket Bowl with Banana Hanger, Modern Standing Fruit Vegetable Bowl Storage, with Banana Tree Holder for Kitchen Dinning Table (Round Wood, Black)\", \"asin\": \"B0CJC1P7XH\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"LEXA 12\\\" Handmade Natural Bamboo Wooden Salad Bowl - 130 oz Lightweight Large Wooden Bowls for Food - Bamboo Wooden Fruit Bowl for Kitchen Counter, Wood Bowls for food - Wooden Serving Bowl for Snacks\", \"asin\": \"B0BBQH6JYC\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Short Curved-Edge Modern Creative Stylish Single Tier Dish,Metal Iron Wire Fruit Vegetables Bread Decorative Stand Serving Bowls Basket Holder (Gold, 11\\\" - 1PCS)\", \"asin\": \"B08DTTGH6F\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"ANTOPY 2 Tier Fruit Basket with 2 Banana Hangers, Countertop Fruit Vegetable Basket Bowl for Kitchen Counter Metal Wire Fruits Storage Stand Holder Organizer for Bread Snack Veggies Produce\", \"asin\": \"B09XK615VZ\", \"price\": \"$20.89\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Divided Serving Tray with Lid and Handle - Snackle Box Charcuterie Container for Portable Snack Platters - Clear Organizer for Candy, Fruits, Nuts, Snacks - Perfect for Party, Entertaining\", \"asin\": \"B0CKMHSRJC\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"Auledio Iron 2-Tier Countertop Fruit Vegetables Basket Bowl Storage With Banana Hanger, Black, 64 ounces\", \"asin\": \"B08NJKQHLN\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"DMAR Wire Fruit Basket Gold Fruit Bowl for Kitchen Counter Wave Fruit Basket Serving Bowl Wire Fruit Dish for Fruits and Veggies\", \"asin\": \"B08CKQQPV8\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Fruit bowl Fruit Basket for Kitchen Countertop Kitchen Storage Baskets Stand Organization, Decor Centerpiece for Kitchen Counter or Dining Room Tables, White\", \"asin\": \"B097DNWR91\", \"price\": \"$19.88\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"TOSSOW Glass Salad Bowl Irregular Shape Serving Bowls, 25 oz Pyrex Mixing Bowls for Kitchen Prep, Fruit, Snack, Dessert, and Candy Dishes or Nut Bowls(Grey)\", \"asin\": \"B097DMYMJM\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"RICCLE Fruit Basket For Kitchen Counter - Fruit Basket With Banana Hanger - Double Layer Metal Wire Fruit Bowl For Kitchen Countertop - Fruit Holder For Produce, Vegetables, Kitchen\", \"asin\": \"B09FRXV1MD\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"OwnMy Metal Fruit Bowl Basket Creative Table Centerpiece Fruit Stand Decorative Countertop Fruit Holder for Kitchen Counter, Iron Large Fruit Plate Round Storage Tray for Bread Snacks Candy (Golden)\", \"asin\": \"B08LY6G6P4\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"2-Tier Fruit Basket Stand \\u2013 Stylish Fruit Holder for Kitchen Countertop, Large Fruit and Vegetable Storage Organizer, Two Tier Fruit Basket for Kitchen\", \"asin\": \"B0DDLHV83X\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"HOSY 2 Tier Steel Basket, Standing Storage Rack Ideas for Fruits, Vegetables, Bread, etc. (14-inch)\", \"asin\": \"B0DSJQ9GZ5\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"TOSY Magnet Pyramid Stone - 1 Cube Transforms into 1 Billion Shapes, Easter Basket Stuffers Essentials for Kids/Teens, 243 Rare Earth Magnets, Holographic Design, Puzzle/STEAM Toy\", \"asin\": \"B0DMSVXBDV\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"TOSY Flying Disc - 16 Million Colors RGB or 36 LEDs, Extremely Bright, Smart Modes, Easter Basket Stuffers Essentials for Teens/Kids/Adults/Men/Boys/Girls, Auto Light Up, Rechargeable, 175g\", \"asin\": \"B0B1YLQD9C\", \"price\": \"$28.49\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"2 Tier Ceramic Fruit Bowl With Bamboo Wood Stand for Kitchen Counter,Porcelain Fruit Basket for Vegetable Storage,Snack Dessert Cake Tray Plate Rack for Party Wedding - White\", \"asin\": \"B09TWQSCLG\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Fruit bowl for kitchen counter - 3-tier ceramic bowl with metal stand, tiered fruit basket for fruit and vegetable storage, snacks, nuts, cakes, desserts + (smoke gray)\", \"asin\": \"B0DJVY87J9\", \"price\": \"$19.80\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 3 left in stock - order soon.\"},\n{\"title\": \"Fruit Bowl with Banana Hanger - Fruit Basket for Kitchen Counter with Holder - Black Chrome\", \"asin\": \"B09GY8KJ6Q\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Livabber Fruit Basket Bowl with Banana Hanger, Fruit Vegetable Storage Basket with Banana Tree Holder for Kitchen Counter, Detachable Organizer for Bread Snack Produce (Gold, 3-Tier Metal Base)\", \"asin\": \"B0CLNZC3VM\", \"price\": \"$38.99\", \"delivery\": \"FREE delivery Apr 25 - 29 for Prime members\"},\n{\"title\": \"Fruit Bowl for Kitchen Counter - 10\\\"W Metal & Wood Modern Fruit Bowl for Table - Large Fruit Basket for Kitchen Counter - Stylish Wood & Black Decorative Bowl - Dining Table Centerpiece Decor Bowl\", \"asin\": \"B0CXXBSFHR\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"PATIKIL Wood Serving Tray 7 Inch, Square Decorative Platter for Home Decor Kitchen Table Candle Holder, Brown\", \"asin\": \"B0C3B4QMVB\", \"price\": \"$16.49\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 4 left in stock - order soon.\"},\n{\"title\": \"Small Wooden Platters Rectangle Long Charcuterie Boards Acacia Wood Serving Trays Home Decor Cheese Board Cake Appetizer Plates Kitchen Charcuterie Platter for Food Dish Rectangular Dessert Snack Tray\", \"asin\": \"B0C6T55PNX\", \"price\": \"$9.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"PATIKIL Wood Serving Tray 10x7 Inch Outer Base, Rectangular Decorative Platter for Home Decor Kitchen Table Candle Holder, Brown\", \"asin\": \"B0C3B92J1N\", \"price\": \"$15.39\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Classic Style Curved-Edge Modern Creative Stylish Single Tier Dish,Metal Iron Wire Fruit Vegetables Bread Decorative Stand Serving Bowls Basket Holder (Dish) (Gold)\", \"asin\": \"B0CC93RKWP\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 10 left in stock (more on the way).\"},\n{\"title\": \"The Fine Living Co. Wooden Fruit Bowl, Large Serving Platter for Dessert, Round Shaped Serving Bowl for Cake, Snacks, Acacia Wood Bowls for Centrepiece, Wedding, Natural, 12\\\"x2\\\"\", \"asin\": \"B0C5MLWL7R\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"CAXXA Countertop Fruit Bowl, Wire Basket for Fruits, Breads, Vegetables,Snacks, Black\", \"asin\": \"B08CV7G68L\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"MALACASA 48 Oz Pasta Bowls Set of 4, 9 Inch Salad Bowls, White Ceramic Serving Bowls for Kitchen, Microwave & Dishwasher Safe, Series LUNA, White\", \"asin\": \"B0DCJV2HZC\", \"price\": \"$25.96\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Fruit Bowl for Kitchen Counter, Large Fruit Basket Morden Fruits Holder for Table Centerpiece Decorative Fruit Bowls Stainless Steel Fruit Stand Creative Home Decor Bread Vegetable Storage Organizer\", \"asin\": \"B08B3F97WX\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"UPPER Ottoman Tray 17x13 Inches Acacia Wood Serving Tray with Handles, Decorative Serving Tray with Handles, Wooden Serving Tray for Ottoman, Coffee Table Tray, Breakfast Tray Anti-Skid Pads Included\", \"asin\": \"B0DLSJ78TR\", \"price\": \"$37.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Metal Wire Fruit Basket, Black Fruit Bowl for Kitchen Counter, Fruit Holder Stand Storage Baskets for Countertop, Home Decor, Table Centerpieces, Vegetable Bowls for Fruits, Veggies, Snacks (Black)\", \"asin\": \"B08HC5MVJ1\", \"price\": \"$14.87\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"KOLWOVEN Solid Acacia Wood Serving Tray - 3 Pack, 11.8\\\" x 5.9\\\" Rectangular Wooden Serving Platter, Wood Boards for Food, Mini Cheese Board for Vegetable, Charcuterie, Appetizer, Decor (Set 3)\", \"asin\": \"B0CT92TV7F\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 7 left in stock - order soon.\"},\n{\"title\": \"Gomakren 3 Tier Serving Stand with Porcelain Serving Platter Tray - Collapsible Gold Stand with 3 Piece Large14 Inch White Plates for Food Presentation Dessert Server Display and Entertaining\", \"asin\": \"B0BYVNCFJM\", \"price\": \"$36.99\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"\\u6c34\\u679c\\u76d8\\uff0c \\u5ba2\\u5385\\uff0c \\u5bb6\\u5c45\\u5ba2\\u5385\\uff0c \\u5496\\u5561\\u684c\\uff0c \\u6c34\\u679c\\u76d8\\uff0c \\u5c0f\\u5403\\uff0c \\u6c34\\u6676\\u6c34\\u679c\\u7f50\\uff0c \\u7cd6\\u679c\\u76d8\", \"asin\": \"B0F26K5325\", \"price\": \"$10.15\", \"delivery\": \"FREE delivery May 1 - 16 Or fastest delivery Apr 18 - 22\"},\n{\"title\": \"PLASTICPRO 6 Sectional Round Plastic Serving Tray/Platters White & Silver Pack of 2\", \"asin\": \"B081D8XY7V\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Ceramic Bowls and with Lid Gold Basket Trays, 6 Removable Small Bowls Condiment Trays Nut Serving Set for Snacks, Fruits, Candy and Condiments - Great for Parties, Holiday Gifts, White\", \"asin\": \"B0BL799FVM\", \"price\": \"$33.89\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"60oz Salad Bowl Set,2 Pack Serving Bowls for Entertaining,8inch Large White Ceramic Bowl for Side Dishes,Soup, Pho, Cereal, Pasta, Fruit, Microwave and Dishwasher Safe\", \"asin\": \"B0D9PTJRXL\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"GNIEMCKIN Wooden Serving Platter, 8 x 8 Inch, Set of 5, Acacia Wood Tray, Perfect for Serving Charcuterie, Appetizers, Desserts, Dips, Sushi, Parties, Family Gatherings, Weddings, and Home Decor\", \"asin\": \"B0D4D7VWJ5\", \"price\": \"$36.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"OwnMy 3-Tier Fruit Basket Stand Decorative Iron Fruit Bowl, Metal Wire Fruit Holder Storage Trays Table Countertop Holder for Vegetables Bread Snack, Modern Fruit Bowls for Kitchen Home Use (Gold)\", \"asin\": \"B08YNQDT5W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 18 - 21 for Prime members\"},\n{\"title\": \"Divided Serving Tray with Lid and Handle Fruit Containers for Fridge Snack Box Container Divided Storage Box for Platters for Serving Food Outdoor Party Snack Cracker and Spice Organizer\", \"asin\": \"B0DGGDCJ6V\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"LEXA 12\\\" Handmade White Bamboo Wooden Fruit Bowl for Kitchen Counter - 130Oz Lightweight Large Bamboo Wooden Bowls for Food, Wooden Salad Bowl, Wood Bowls for food - Wooden Serving Bowl for Snacks\", \"asin\": \"B0BBQL4LNC\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Apr 19 - 22 for Prime members\"},\n{\"title\": \"LE TAUCI Pasta Bowls 32 oz, Salad Bowls Set for Serving Soup, Pasta, Noodle, Dinner, Large Kitchen Bowl Plates, Microwave Safe - 7.8 Inch, Set of 4, White\", \"asin\": \"B08F4GHM23\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"2 Tier Fruit Basket for Kitchen- Bamboo Fruit and Vegetable Storage Bowl Stand for Kitchen Countertop, Produce Basket Fruit Holder for Potato, Onion, Bread, Snack Storage\", \"asin\": \"B0B6ZV5VV5\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Ceramic Fruit Bowl, 10 Inch White Fruit Bowl For Kitchen Counter,White Pedestal Bowl for Decor,Decorative Fruit Bowl for Kitchen & Home Decor (Ceramic White)\", \"asin\": \"B0CFY36QTL\", \"price\": \"$31.97\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Chip and Dip Serving Set, 13.5\\\" Serving Platters and Trays, Appetizer Serving Tray, Divided Serving Tray, Party Serving Relish Trays and Platters, Lazy Susan Taco Bar, Lazy Susan Serving Platter\", \"asin\": \"B0CPD1MZ87\", \"price\": \"$52.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"DOWAN 360\\u00b0 Rotatable Serving Tray and Platters, 12 Inch Divided Serving Bowls for Party, Kitchen Decor, Removable Serving Dishes for Chips and Dip, Fruit, Veggies, Candy and Snacks, 7 Pieces, White\", \"asin\": \"B099RHFZDV\", \"price\": \"$37.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"3 Pack Divided Serving Tray, 13 Inch Unbreakable Chip and Dip Platter, Melamine Appetizer Serving Plate, 5 Sectional Party Snack Relish Tray for Serving Food, Nuts, Candy, Dried Fruit, Veggies\", \"asin\": \"B0C4SSVQSD\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Fruit Bowl for Kitchen Counter, Large Fruit Basket Morden Fruits Holder for Table Centerpiece Decorative Fruit Bowls Stainless Steel Fruit Stand Creative Home Decor Bread Vegetable Storage Organizer\", \"asin\": \"B08B3F97WX\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Colorful Woven Glass Fruit Bowls Set of 2 (2 colors). Decoration Old Fashioned Glass Plates. 10 inch Large Bowl Hand Painted Multicolor Salad Bowls. Suitable for Dessert, Candy, Snack & More.\", \"asin\": \"B0D2L5RHLS\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members Only 6 left in stock - order soon.\"},\n{\"title\": \"Folkulture Wooden Fruit Bowl for Kitchen Counter | 12\\\" Large Premium Banana Fruit Basket for Kitchen | Black Wood Bowl with Holder, Pedestal for Table Decor, Centerpiece for Dining Table\", \"asin\": \"B09TFGMVR8\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Divided Serving Tray with Lid and Handle, Rotating Snackle Boxes Container Spinner, Portable Snack Tray Organizer with Cutlery, 6 Compartment Veggie Fruit Charcuterie Platter for Travel Party Picnic\", \"asin\": \"B0DB82XCD1\", \"price\": \"$18.74\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 18 left in stock - order soon.\"},\n{\"title\": \"Fruit Basket, 2 Tier Bamboo Fruit Basket for Kitchen, 11\\\" Tall Fruit Stand Storage Holder, Heavy Duty/Large Capacity for Vegetables, Fruit, and Snack, 15 mm Thickness (Self-assembly)\", \"asin\": \"B09YJ7TSYM\", \"price\": \"$28.98\", \"delivery\": \"FREE delivery Apr 30 - May 14 for Prime members\"},\n{\"title\": \"Modern Farmhouse 2 Tier Fruit Basket for Kitchen Counter, Vintage Wire and Wooden Base Fruit Bowl / Stand for Kitchen countertop Decor - Double Tree Fruit & Vegetables Basket\", \"asin\": \"B0BLFMGBCK\", \"price\": \"$42.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Fruit Basket for Kitchen Counter 2 Pack, Fruit Plate Decorative Bowls with Draining Holes, Fruit and Vegetable Holders for Countertops, Home Decor Serving Dish Table Centerpiece Decoration\", \"asin\": \"B0B1B2BVSK\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery May 2 - 12 Or fastest delivery Apr 15 - 16 Only 9 left in stock - order soon.\"},\n{\"title\": \"Metal Wire Fruit Basket, Black Fruit Bowl for Kitchen Counter, Fruit Holder Stand Storage Baskets for Countertop, Home Decor, Table Centerpieces, Vegetable Bowls for Fruits, Veggies, Snacks (Black)\", \"asin\": \"B08HC5MVJ1\", \"price\": \"$14.87\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"Fruit Bowl for Kitchen Counter - 3 Tier Ceramic Serving Bowls with Metal Stand, Tiered Fruit Basket for Fruit Vegetable Storage, Snack, Nuts, Cake, Dessert, Small & Cute (Gold-Rimmed)\", \"asin\": \"B0D2573S3Z\", \"price\": \"$46.99\", \"delivery\": \"FREE delivery Apr 21 - 25 for Prime members\"},\n{\"title\": \"Ceramic Fruit Bowl or Decorative Pedestal Bowl for Table D\\u00e9cor, 10\\\" Fruit Basket for Kitchen Counter or Home Decor, Fruit & Vegetable Holder, Large Ceramic Fruit Bowl for Home Decorative Centerpiece\", \"asin\": \"B0CPSBC2CT\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"mwellewm 10 Pcs Round Plastic Appetizer Tray with Lid Divided Serving Tray, Disposable Food Storage Containers, Kids Snack, Fruit Platter Vegetable Trays for Party and Buffet\", \"asin\": \"B09TT7F77N\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Mascot Desktop Decoration Buddhist Utensils Religious Pray Sacrificial Supplies \\u9676\\u74f7\\u4f9b\\u76d8 \\u4f9b\\u4f5b\\u679c\\u76d8\\u4f5b\\u524d\\u6c34\\u679c\\u76d8 \\u5bb6\\u7528\\u4e0a\\u9999\\u83b2\\u82b1\\u9ad8\\u811a\\u8d21\\u76d8\\u4f9b\\u54c1\\u4f5b\\u5177\\u7528\\u54c1 1Pcs(\\u62db\\u8d22\\u6b3e6\\u5bf8\\u3010\\u9ec4\\u8272\\u3011)\", \"asin\": \"B0C9LPVDCF\", \"price\": \"$49.42\", \"delivery\": \"$4.99 delivery May 5 - 14\"},\n{\"title\": \"Decor Metal Fruit Bowl, Modern Kitchen Fruit Basket, Large Round Kitchen Basket, for Fruit, Vegetable, Bread, Candy and Nut - Gold\", \"asin\": \"B099NQK8W7\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Thcbme 2024\\u9ad8\\u7aef\\u65f6\\u5c1a\\u6c34\\u679c\\u76d8\\u5927\\u53f7\\u6c34\\u6676\\u73bb\\u7483\\u76d8\\u5bb6\\u7528\\u5ba2\\u5385\\u8336\\u51e0\\u6c99\\u62c9\\u76d8\\u5b50\\u8f7b\\u5962/Plates and Bowls Set, Safety for Microwave & Dishwasher,/30.5CM\\u95ea\\u70c1\\u534a\\u900f\\u660e\\u73bb\\u7483\\u515c\", \"asin\": \"B0DMJZXB5H\", \"price\": \"$149.09\", \"delivery\": \"FREE delivery Apr 30 - May 12\"},\n{\"title\": \"\\u61d2\\u4eba\\u55d1\\u74dc\\u5b50\\u795e\\u5668\\u5403\\u74dc\\u5b50\\u5ba2\\u5385\\u5e8a\\u4e0a\\u6c34\\u679c\\u76d8\\u5bb6\\u7528\\u7cd6\\u679c\\u521b\\u610f\\u96f6\\u98df\\u5e72\\u679c\\u76d8 Household Cleaning\\uff0cKitchen Storage Essentials\", \"asin\": \"B0DZ12VCK8\", \"price\": \"$34.92\", \"delivery\": \"FREE delivery May 7 - 16\"},\n{\"title\": \"MYOSOTIS Foldable Fruit Basket Gift Bamboo Fruit and Veggie Basket,Fruit Bowl Holder Dried Fruit Basket For Christmas decorations Holiday Party Mom Gifts (Apple)\", \"asin\": \"B07SKP4NWM\", \"price\": \"$20.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Thcbme \\u73bb\\u7483\\u679c\\u76d8\\u9ad8\\u8db3\\u76d8\\u5b50\\u6258\\u76d8\\u6446\\u76d8\\u5bb6\\u7528\\u8f7b\\u5962\\u9152\\u5e97\\u70b9\\u5fc3\\u7cd6\\u679c\\u76d8\\u7cd5\\u70b9\\u76d8/Home Buffet Porcelain Chip Plates/Dinnerware Plates, Bowls,/\\u9ad8\\u8db3\\u7ad6\\u6761\\u7eb9\\u73bb\\u7483\\u679c\\u76d8\", \"asin\": \"B0DMLCXS93\", \"price\": \"$63.69\", \"delivery\": \"FREE delivery Apr 30 - May 12\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T04:36:02.936Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T04:36:02.936Z
|
click_product
|
B097DNWR91
|
rule
|
train
| 134 |
2025-04-14T04:36:02.936Z
|
click_product
|
B097DNWR91
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"}
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{"title": "Ceramic Bowls and with Lid Gold Basket Trays, 6 Removable Small Bowls Condiment Trays Nut Serving Set for Snacks, Fruits, Candy and Condiments - Great for Parties, Holiday Gifts, White", "asin": "B0BL799FVM", "price": "$33.89", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "60oz Salad Bowl Set,2 Pack Serving Bowls for Entertaining,8inch Large White Ceramic Bowl for Side Dishes,Soup, Pho, Cereal, Pasta, Fruit, Microwave and Dishwasher Safe", "asin": "B0D9PTJRXL", "price": "$18.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "GNIEMCKIN Wooden Serving Platter, 8 x 8 Inch, Set of 5, Acacia Wood Tray, Perfect for Serving Charcuterie, Appetizers, Desserts, Dips, Sushi, Parties, Family Gatherings, Weddings, and Home Decor", "asin": "B0D4D7VWJ5", "price": "$36.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "OwnMy 3-Tier Fruit Basket Stand Decorative Iron Fruit Bowl, Metal Wire Fruit Holder Storage Trays Table Countertop Holder for Vegetables Bread Snack, Modern Fruit Bowls for Kitchen Home Use (Gold)", "asin": "B08YNQDT5W", "price": "$29.99", "delivery": "FREE delivery Apr 18 - 21 for Prime members"},
{"title": "Divided Serving Tray with Lid and Handle Fruit Containers for Fridge Snack Box Container Divided Storage Box for Platters for Serving Food Outdoor Party Snack Cracker and Spice Organizer", "asin": "B0DGGDCJ6V", "price": "$24.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "LEXA 12\" Handmade White Bamboo Wooden Fruit Bowl for Kitchen Counter - 130Oz Lightweight Large Bamboo Wooden Bowls for Food, Wooden Salad Bowl, Wood Bowls for food - Wooden Serving Bowl for Snacks", "asin": "B0BBQL4LNC", "price": "$28.99", "delivery": "FREE delivery Apr 19 - 22 for Prime members"},
{"title": "LE TAUCI Pasta Bowls 32 oz, Salad Bowls Set for Serving Soup, Pasta, Noodle, Dinner, Large Kitchen Bowl Plates, Microwave Safe - 7.8 Inch, Set of 4, White", "asin": "B08F4GHM23", "price": "$28.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "2 Tier Fruit Basket for Kitchen- Bamboo Fruit and Vegetable Storage Bowl Stand for Kitchen Countertop, Produce Basket Fruit Holder for Potato, Onion, Bread, Snack Storage", "asin": "B0B6ZV5VV5", "price": "$35.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Ceramic Fruit Bowl, 10 Inch White Fruit Bowl For Kitchen Counter,White Pedestal Bowl for Decor,Decorative Fruit Bowl for Kitchen & Home Decor (Ceramic White)", "asin": "B0CFY36QTL", "price": "$31.97", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Chip and Dip Serving Set, 13.5\" Serving Platters and Trays, Appetizer Serving Tray, Divided Serving Tray, Party Serving Relish Trays and Platters, Lazy Susan Taco Bar, Lazy Susan Serving Platter", "asin": "B0CPD1MZ87", "price": "$52.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "DOWAN 360\u00b0 Rotatable Serving Tray and Platters, 12 Inch Divided Serving Bowls for Party, Kitchen Decor, Removable Serving Dishes for Chips and Dip, Fruit, Veggies, Candy and Snacks, 7 Pieces, White", "asin": "B099RHFZDV", "price": "$37.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "3 Pack Divided Serving Tray, 13 Inch Unbreakable Chip and Dip Platter, Melamine Appetizer Serving Plate, 5 Sectional Party Snack Relish Tray for Serving Food, Nuts, Candy, Dried Fruit, Veggies", "asin": "B0C4SSVQSD", "price": "$23.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Fruit Bowl for Kitchen Counter, Large Fruit Basket Morden Fruits Holder for Table Centerpiece Decorative Fruit Bowls Stainless Steel Fruit Stand Creative Home Decor Bread Vegetable Storage Organizer", "asin": "B08B3F97WX", "price": "$24.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Colorful Woven Glass Fruit Bowls Set of 2 (2 colors). Decoration Old Fashioned Glass Plates. 10 inch Large Bowl Hand Painted Multicolor Salad Bowls. Suitable for Dessert, Candy, Snack & More.", "asin": "B0D2L5RHLS", "price": "$28.99", "delivery": "FREE delivery Fri, Apr 18 for Prime members Only 6 left in stock - order soon."},
{"title": "Folkulture Wooden Fruit Bowl for Kitchen Counter | 12\" Large Premium Banana Fruit Basket for Kitchen | Black Wood Bowl with Holder, Pedestal for Table Decor, Centerpiece for Dining Table", "asin": "B09TFGMVR8", "price": "$39.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Divided Serving Tray with Lid and Handle, Rotating Snackle Boxes Container Spinner, Portable Snack Tray Organizer with Cutlery, 6 Compartment Veggie Fruit Charcuterie Platter for Travel Party Picnic", "asin": "B0DB82XCD1", "price": "$18.74", "delivery": " Two-Day FREE delivery Tue, Apr 15 Only 18 left in stock - order soon."},
{"title": "Fruit Basket, 2 Tier Bamboo Fruit Basket for Kitchen, 11\" Tall Fruit Stand Storage Holder, Heavy Duty/Large Capacity for Vegetables, Fruit, and Snack, 15 mm Thickness (Self-assembly)", "asin": "B09YJ7TSYM", "price": "$28.98", "delivery": "FREE delivery Apr 30 - May 14 for Prime members"},
{"title": "Modern Farmhouse 2 Tier Fruit Basket for Kitchen Counter, Vintage Wire and Wooden Base Fruit Bowl / Stand for Kitchen countertop Decor - Double Tree Fruit & Vegetables Basket", "asin": "B0BLFMGBCK", "price": "$42.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Fruit Basket for Kitchen Counter 2 Pack, Fruit Plate Decorative Bowls with Draining Holes, Fruit and Vegetable Holders for Countertops, Home Decor Serving Dish Table Centerpiece Decoration", "asin": "B0B1B2BVSK", "price": "$22.99", "delivery": "FREE delivery May 2 - 12 Or fastest delivery Apr 15 - 16 Only 9 left in stock - order soon."},
{"title": "Metal Wire Fruit Basket, Black Fruit Bowl for Kitchen Counter, Fruit Holder Stand Storage Baskets for Countertop, Home Decor, Table Centerpieces, Vegetable Bowls for Fruits, Veggies, Snacks (Black)", "asin": "B08HC5MVJ1", "price": "$14.87", "delivery": "FREE delivery Sat, Apr 19 for Prime members"},
{"title": "Fruit Bowl for Kitchen Counter - 3 Tier Ceramic Serving Bowls with Metal Stand, Tiered Fruit Basket for Fruit Vegetable Storage, Snack, Nuts, Cake, Dessert, Small & Cute (Gold-Rimmed)", "asin": "B0D2573S3Z", "price": "$46.99", "delivery": "FREE delivery Apr 21 - 25 for Prime members"},
{"title": "Ceramic Fruit Bowl or Decorative Pedestal Bowl for Table D\u00e9cor, 10\" Fruit Basket for Kitchen Counter or Home Decor, Fruit & Vegetable Holder, Large Ceramic Fruit Bowl for Home Decorative Centerpiece", "asin": "B0CPSBC2CT", "price": "$35.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "mwellewm 10 Pcs Round Plastic Appetizer Tray with Lid Divided Serving Tray, Disposable Food Storage Containers, Kids Snack, Fruit Platter Vegetable Trays for Party and Buffet", "asin": "B09TT7F77N", "price": "$19.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Mascot Desktop Decoration Buddhist Utensils Religious Pray Sacrificial Supplies \u9676\u74f7\u4f9b\u76d8 \u4f9b\u4f5b\u679c\u76d8\u4f5b\u524d\u6c34\u679c\u76d8 \u5bb6\u7528\u4e0a\u9999\u83b2\u82b1\u9ad8\u811a\u8d21\u76d8\u4f9b\u54c1\u4f5b\u5177\u7528\u54c1 1Pcs(\u62db\u8d22\u6b3e6\u5bf8\u3010\u9ec4\u8272\u3011)", "asin": "B0C9LPVDCF", "price": "$49.42", "delivery": "$4.99 delivery May 5 - 14"},
{"title": "Decor Metal Fruit Bowl, Modern Kitchen Fruit Basket, Large Round Kitchen Basket, for Fruit, Vegetable, Bread, Candy and Nut - Gold", "asin": "B099NQK8W7", "price": "$25.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Thcbme 2024\u9ad8\u7aef\u65f6\u5c1a\u6c34\u679c\u76d8\u5927\u53f7\u6c34\u6676\u73bb\u7483\u76d8\u5bb6\u7528\u5ba2\u5385\u8336\u51e0\u6c99\u62c9\u76d8\u5b50\u8f7b\u5962/Plates and Bowls Set, Safety for Microwave & Dishwasher,/30.5CM\u95ea\u70c1\u534a\u900f\u660e\u73bb\u7483\u515c", "asin": "B0DMJZXB5H", "price": "$149.09", "delivery": "FREE delivery Apr 30 - May 12"},
{"title": "\u61d2\u4eba\u55d1\u74dc\u5b50\u795e\u5668\u5403\u74dc\u5b50\u5ba2\u5385\u5e8a\u4e0a\u6c34\u679c\u76d8\u5bb6\u7528\u7cd6\u679c\u521b\u610f\u96f6\u98df\u5e72\u679c\u76d8 Household Cleaning\uff0cKitchen Storage Essentials", "asin": "B0DZ12VCK8", "price": "$34.92", "delivery": "FREE delivery May 7 - 16"},
{"title": "MYOSOTIS Foldable Fruit Basket Gift Bamboo Fruit and Veggie Basket,Fruit Bowl Holder Dried Fruit Basket For Christmas decorations Holiday Party Mom Gifts (Apple)", "asin": "B07SKP4NWM", "price": "$20.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Thcbme \u73bb\u7483\u679c\u76d8\u9ad8\u8db3\u76d8\u5b50\u6258\u76d8\u6446\u76d8\u5bb6\u7528\u8f7b\u5962\u9152\u5e97\u70b9\u5fc3\u7cd6\u679c\u76d8\u7cd5\u70b9\u76d8/Home Buffet Porcelain Chip Plates/Dinnerware Plates, Bowls,/\u9ad8\u8db3\u7ad6\u6761\u7eb9\u73bb\u7483\u679c\u76d8", "asin": "B0DMLCXS93", "price": "$63.69", "delivery": "FREE delivery Apr 30 - May 12"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T04:36:02.936Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-14T04:36:02.936Z\",\"action\": \"click_product\",\"acion_argument\": \"B097DNWR91\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T04:36:02.936Z\",\"action\": \"click_product\",\"acion_argument\": \"B097DNWR91\",}</answer>",
"index": 134,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"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\": \"\\u679c\\u76d8\"}],\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\": \"$206.61\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"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\": \"$20.99\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 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Eligible for Prime.\", \"asin\": \"B08R41LT8B\"},\n{\"title\": \"Go to detail page for \\\"Miicol Ceramic Appetizer Plates Set of 6, White Dessert Plates 8 Inch, Small Dinner Plates, Modern Round Salad Plates, Porcelain Serving Dishes for Snack, Bread, Fruit, Microwave & Dishwasher Safe.\\\" Rated 4.5 out of 5 stars by 376 reviews. Eligible for Prime.\", \"asin\": \"B077WRJSM2\"},\n{\"title\": \"Go to detail page for \\\"Miicol Prosecco Stopper, Rose Gold Initial Wine Stopper - Personalised Champagne Gift for Wine Lovers.\\\" Rated 4.8 out of 5 stars by 1069 reviews. Eligible for Prime.\", \"asin\": \"B08CCG5MPR\"}],\n\"search_results\": [{\"title\": \"Livabber Countertop Fruit Basket Bowl with Banana Hanger, Modern Standing Fruit Vegetable Bowl Storage, with Banana Tree Holder for Kitchen Dinning Table (Round Wood, Black)\", \"asin\": \"B0CJC1P7XH\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"LEXA 12\\\" Handmade Natural Bamboo Wooden Salad Bowl - 130 oz Lightweight Large Wooden Bowls for Food - Bamboo Wooden Fruit Bowl for Kitchen Counter, Wood Bowls for food - Wooden Serving Bowl for Snacks\", \"asin\": \"B0BBQH6JYC\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Short Curved-Edge Modern Creative Stylish Single Tier Dish,Metal Iron Wire Fruit Vegetables Bread Decorative Stand Serving Bowls Basket Holder (Gold, 11\\\" - 1PCS)\", \"asin\": \"B08DTTGH6F\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"ANTOPY 2 Tier Fruit Basket with 2 Banana Hangers, Countertop Fruit Vegetable Basket Bowl for Kitchen Counter Metal Wire Fruits Storage Stand Holder Organizer for Bread Snack Veggies Produce\", \"asin\": \"B09XK615VZ\", \"price\": \"$20.89\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Divided Serving Tray with Lid and Handle - 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order soon.\"},\n{\"title\": \"Fruit Bowl with Banana Hanger - Fruit Basket for Kitchen Counter with Holder - Black Chrome\", \"asin\": \"B09GY8KJ6Q\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Livabber Fruit Basket Bowl with Banana Hanger, Fruit Vegetable Storage Basket with Banana Tree Holder for Kitchen Counter, Detachable Organizer for Bread Snack Produce (Gold, 3-Tier Metal Base)\", \"asin\": \"B0CLNZC3VM\", \"price\": \"$38.99\", \"delivery\": \"FREE delivery Apr 25 - 29 for Prime members\"},\n{\"title\": \"Fruit Bowl for Kitchen Counter - 10\\\"W Metal & Wood Modern Fruit Bowl for Table - Large Fruit Basket for Kitchen Counter - Stylish Wood & Black Decorative Bowl - Dining Table Centerpiece Decor Bowl\", \"asin\": \"B0CXXBSFHR\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"PATIKIL Wood Serving Tray 7 Inch, Square Decorative Platter for Home Decor Kitchen Table Candle Holder, Brown\", \"asin\": \"B0C3B4QMVB\", \"price\": \"$16.49\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 4 left in stock - order soon.\"},\n{\"title\": \"Small Wooden Platters Rectangle Long Charcuterie Boards Acacia Wood Serving Trays Home Decor Cheese Board Cake Appetizer Plates Kitchen Charcuterie Platter for Food Dish Rectangular Dessert Snack Tray\", \"asin\": \"B0C6T55PNX\", \"price\": \"$9.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"PATIKIL Wood Serving Tray 10x7 Inch Outer Base, Rectangular Decorative Platter for Home Decor Kitchen Table Candle Holder, Brown\", \"asin\": \"B0C3B92J1N\", \"price\": \"$15.39\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Classic Style Curved-Edge Modern Creative Stylish Single Tier Dish,Metal Iron Wire Fruit Vegetables Bread Decorative Stand Serving Bowls Basket Holder (Dish) (Gold)\", \"asin\": \"B0CC93RKWP\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 10 left in stock (more on the way).\"},\n{\"title\": \"The Fine Living Co. 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3 Pack, 11.8\\\" x 5.9\\\" Rectangular Wooden Serving Platter, Wood Boards for Food, Mini Cheese Board for Vegetable, Charcuterie, Appetizer, Decor (Set 3)\", \"asin\": \"B0CT92TV7F\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 7 left in stock - order soon.\"},\n{\"title\": \"Gomakren 3 Tier Serving Stand with Porcelain Serving Platter Tray - Collapsible Gold Stand with 3 Piece Large14 Inch White Plates for Food Presentation Dessert Server Display and Entertaining\", \"asin\": \"B0BYVNCFJM\", \"price\": \"$36.99\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"\\u6c34\\u679c\\u76d8\\uff0c \\u5ba2\\u5385\\uff0c \\u5bb6\\u5c45\\u5ba2\\u5385\\uff0c \\u5496\\u5561\\u684c\\uff0c \\u6c34\\u679c\\u76d8\\uff0c \\u5c0f\\u5403\\uff0c \\u6c34\\u6676\\u6c34\\u679c\\u7f50\\uff0c \\u7cd6\\u679c\\u76d8\", \"asin\": \"B0F26K5325\", \"price\": \"$10.15\", \"delivery\": \"FREE delivery May 1 - 16 Or fastest delivery Apr 18 - 22\"},\n{\"title\": \"PLASTICPRO 6 Sectional Round Plastic Serving Tray/Platters White & Silver Pack of 2\", \"asin\": \"B081D8XY7V\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Ceramic Bowls and with Lid Gold Basket Trays, 6 Removable Small Bowls Condiment Trays Nut Serving Set for Snacks, Fruits, Candy and Condiments - Great for Parties, Holiday Gifts, White\", \"asin\": \"B0BL799FVM\", \"price\": \"$33.89\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"60oz Salad Bowl Set,2 Pack Serving Bowls for Entertaining,8inch Large White Ceramic Bowl for Side Dishes,Soup, Pho, Cereal, Pasta, Fruit, Microwave and Dishwasher Safe\", \"asin\": \"B0D9PTJRXL\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"GNIEMCKIN Wooden Serving Platter, 8 x 8 Inch, Set of 5, Acacia Wood Tray, Perfect for Serving Charcuterie, Appetizers, Desserts, Dips, Sushi, Parties, Family Gatherings, Weddings, and Home Decor\", \"asin\": \"B0D4D7VWJ5\", \"price\": \"$36.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"OwnMy 3-Tier Fruit Basket Stand Decorative Iron Fruit Bowl, Metal Wire Fruit Holder Storage Trays Table Countertop Holder for Vegetables Bread Snack, Modern Fruit Bowls for Kitchen Home Use (Gold)\", \"asin\": \"B08YNQDT5W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 18 - 21 for Prime members\"},\n{\"title\": \"Divided Serving Tray with Lid and Handle Fruit Containers for Fridge Snack Box Container Divided Storage Box for Platters for Serving Food Outdoor Party Snack Cracker and Spice Organizer\", \"asin\": \"B0DGGDCJ6V\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"LEXA 12\\\" Handmade White Bamboo Wooden Fruit Bowl for Kitchen Counter - 130Oz Lightweight Large Bamboo Wooden Bowls for Food, Wooden Salad Bowl, Wood Bowls for food - Wooden Serving Bowl for Snacks\", \"asin\": \"B0BBQL4LNC\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Apr 19 - 22 for Prime members\"},\n{\"title\": \"LE TAUCI Pasta Bowls 32 oz, Salad Bowls Set for Serving Soup, Pasta, Noodle, Dinner, Large Kitchen Bowl Plates, Microwave Safe - 7.8 Inch, Set of 4, White\", \"asin\": \"B08F4GHM23\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"2 Tier Fruit Basket for Kitchen- Bamboo Fruit and Vegetable Storage Bowl Stand for Kitchen Countertop, Produce Basket Fruit Holder for Potato, Onion, Bread, Snack Storage\", \"asin\": \"B0B6ZV5VV5\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Ceramic Fruit Bowl, 10 Inch White Fruit Bowl For Kitchen Counter,White Pedestal Bowl for Decor,Decorative Fruit Bowl for Kitchen & Home Decor (Ceramic White)\", \"asin\": \"B0CFY36QTL\", \"price\": \"$31.97\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Chip and Dip Serving Set, 13.5\\\" Serving Platters and Trays, Appetizer Serving Tray, Divided Serving Tray, Party Serving Relish Trays and Platters, Lazy Susan Taco Bar, Lazy Susan Serving Platter\", \"asin\": \"B0CPD1MZ87\", \"price\": \"$52.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"DOWAN 360\\u00b0 Rotatable Serving Tray and Platters, 12 Inch Divided Serving Bowls for Party, Kitchen Decor, Removable Serving Dishes for Chips and Dip, Fruit, Veggies, Candy and Snacks, 7 Pieces, White\", \"asin\": \"B099RHFZDV\", \"price\": \"$37.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"3 Pack Divided Serving Tray, 13 Inch Unbreakable Chip and Dip Platter, Melamine Appetizer Serving Plate, 5 Sectional Party Snack Relish Tray for Serving Food, Nuts, Candy, Dried Fruit, Veggies\", \"asin\": \"B0C4SSVQSD\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Fruit Bowl for Kitchen Counter, Large Fruit Basket Morden Fruits Holder for Table Centerpiece Decorative Fruit Bowls Stainless Steel Fruit Stand Creative Home Decor Bread Vegetable Storage Organizer\", \"asin\": \"B08B3F97WX\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Colorful Woven Glass Fruit Bowls Set of 2 (2 colors). Decoration Old Fashioned Glass Plates. 10 inch Large Bowl Hand Painted Multicolor Salad Bowls. Suitable for Dessert, Candy, Snack & More.\", \"asin\": \"B0D2L5RHLS\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members Only 6 left in stock - order soon.\"},\n{\"title\": \"Folkulture Wooden Fruit Bowl for Kitchen Counter | 12\\\" Large Premium Banana Fruit Basket for Kitchen | Black Wood Bowl with Holder, Pedestal for Table Decor, Centerpiece for Dining Table\", \"asin\": \"B09TFGMVR8\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Divided Serving Tray with Lid and Handle, Rotating Snackle Boxes Container Spinner, Portable Snack Tray Organizer with Cutlery, 6 Compartment Veggie Fruit Charcuterie Platter for Travel Party Picnic\", \"asin\": \"B0DB82XCD1\", \"price\": \"$18.74\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 18 left in stock - order soon.\"},\n{\"title\": \"Fruit Basket, 2 Tier Bamboo Fruit Basket for Kitchen, 11\\\" Tall Fruit Stand Storage Holder, Heavy Duty/Large Capacity for Vegetables, Fruit, and Snack, 15 mm Thickness (Self-assembly)\", \"asin\": \"B09YJ7TSYM\", \"price\": \"$28.98\", \"delivery\": \"FREE delivery Apr 30 - May 14 for Prime members\"},\n{\"title\": \"Modern Farmhouse 2 Tier Fruit Basket for Kitchen Counter, Vintage Wire and Wooden Base Fruit Bowl / Stand for Kitchen countertop Decor - Double Tree Fruit & Vegetables Basket\", \"asin\": \"B0BLFMGBCK\", \"price\": \"$42.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Fruit Basket for Kitchen Counter 2 Pack, Fruit Plate Decorative Bowls with Draining Holes, Fruit and Vegetable Holders for Countertops, Home Decor Serving Dish Table Centerpiece Decoration\", \"asin\": \"B0B1B2BVSK\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery May 2 - 12 Or fastest delivery Apr 15 - 16 Only 9 left in stock - order soon.\"},\n{\"title\": \"Metal Wire Fruit Basket, Black Fruit Bowl for Kitchen Counter, Fruit Holder Stand Storage Baskets for Countertop, Home Decor, Table Centerpieces, Vegetable Bowls for Fruits, Veggies, Snacks (Black)\", \"asin\": \"B08HC5MVJ1\", \"price\": \"$14.87\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"Fruit Bowl for Kitchen Counter - 3 Tier Ceramic Serving Bowls with Metal Stand, Tiered Fruit Basket for Fruit Vegetable Storage, Snack, Nuts, Cake, Dessert, Small & Cute (Gold-Rimmed)\", \"asin\": \"B0D2573S3Z\", \"price\": \"$46.99\", \"delivery\": \"FREE delivery Apr 21 - 25 for Prime members\"},\n{\"title\": \"Ceramic Fruit Bowl or Decorative Pedestal Bowl for Table D\\u00e9cor, 10\\\" Fruit Basket for Kitchen Counter or Home Decor, Fruit & Vegetable Holder, Large Ceramic Fruit Bowl for Home Decorative Centerpiece\", \"asin\": \"B0CPSBC2CT\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"mwellewm 10 Pcs Round Plastic Appetizer Tray with Lid Divided Serving Tray, Disposable Food Storage Containers, Kids Snack, Fruit Platter Vegetable Trays for Party and Buffet\", \"asin\": \"B09TT7F77N\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Mascot Desktop Decoration Buddhist Utensils Religious Pray Sacrificial Supplies \\u9676\\u74f7\\u4f9b\\u76d8 \\u4f9b\\u4f5b\\u679c\\u76d8\\u4f5b\\u524d\\u6c34\\u679c\\u76d8 \\u5bb6\\u7528\\u4e0a\\u9999\\u83b2\\u82b1\\u9ad8\\u811a\\u8d21\\u76d8\\u4f9b\\u54c1\\u4f5b\\u5177\\u7528\\u54c1 1Pcs(\\u62db\\u8d22\\u6b3e6\\u5bf8\\u3010\\u9ec4\\u8272\\u3011)\", \"asin\": \"B0C9LPVDCF\", \"price\": \"$49.42\", \"delivery\": \"$4.99 delivery May 5 - 14\"},\n{\"title\": \"Decor Metal Fruit Bowl, Modern Kitchen Fruit Basket, Large Round Kitchen Basket, for Fruit, Vegetable, Bread, Candy and Nut - Gold\", \"asin\": \"B099NQK8W7\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Thcbme 2024\\u9ad8\\u7aef\\u65f6\\u5c1a\\u6c34\\u679c\\u76d8\\u5927\\u53f7\\u6c34\\u6676\\u73bb\\u7483\\u76d8\\u5bb6\\u7528\\u5ba2\\u5385\\u8336\\u51e0\\u6c99\\u62c9\\u76d8\\u5b50\\u8f7b\\u5962/Plates and Bowls Set, Safety for Microwave & Dishwasher,/30.5CM\\u95ea\\u70c1\\u534a\\u900f\\u660e\\u73bb\\u7483\\u515c\", \"asin\": \"B0DMJZXB5H\", \"price\": \"$149.09\", \"delivery\": \"FREE delivery Apr 30 - May 12\"},\n{\"title\": \"\\u61d2\\u4eba\\u55d1\\u74dc\\u5b50\\u795e\\u5668\\u5403\\u74dc\\u5b50\\u5ba2\\u5385\\u5e8a\\u4e0a\\u6c34\\u679c\\u76d8\\u5bb6\\u7528\\u7cd6\\u679c\\u521b\\u610f\\u96f6\\u98df\\u5e72\\u679c\\u76d8 Household Cleaning\\uff0cKitchen Storage Essentials\", \"asin\": \"B0DZ12VCK8\", \"price\": \"$34.92\", \"delivery\": \"FREE delivery May 7 - 16\"},\n{\"title\": \"MYOSOTIS Foldable Fruit Basket Gift Bamboo Fruit and Veggie Basket,Fruit Bowl Holder Dried Fruit Basket For Christmas decorations Holiday Party Mom Gifts (Apple)\", \"asin\": \"B07SKP4NWM\", \"price\": \"$20.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Thcbme \\u73bb\\u7483\\u679c\\u76d8\\u9ad8\\u8db3\\u76d8\\u5b50\\u6258\\u76d8\\u6446\\u76d8\\u5bb6\\u7528\\u8f7b\\u5962\\u9152\\u5e97\\u70b9\\u5fc3\\u7cd6\\u679c\\u76d8\\u7cd5\\u70b9\\u76d8/Home Buffet Porcelain Chip Plates/Dinnerware Plates, Bowls,/\\u9ad8\\u8db3\\u7ad6\\u6761\\u7eb9\\u73bb\\u7483\\u679c\\u76d8\", \"asin\": \"B0DMLCXS93\", \"price\": \"$63.69\", \"delivery\": \"FREE delivery Apr 30 - May 12\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T04:36:02.936Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u679c\\u76d8\"}],\n\"product_details\": [{\"asin\": \"B097DNWR91\"},\n{\"title\": \"Fruit bowl Fruit Basket for Kitchen Countertop Kitchen Storage Baskets Stand Organization, Decor Centerpiece for Kitchen Counter or Dining Room Tables, White\"},\n{\"price\": \"$19.88\"},\n{\"bullet_list\": \"Stylish Appearance: Our fruit basket bowl stand is very suitable to store or display fruits, vegetables, bread and snacks. It looks pretty good no matter how it is placed, adding a stylish atmosphere to your kitchen or living space. High-Quality Materials: The fruit basket is made of durable and environmentally friendly PP material. The weight is 330 grams, the edges are smooth, and the hand feels comfortable without hurting your hands. Perfect Design: In order to keep your fruits and vegetables fresh, there is hollow design at the bottom to drain water of the fruit bowl . The perfect design is also a unique decoration. Easy to Clean: the fruit basket is 26.5 cm in diameter and 11.5 cm in height. It can be disassembled for cleaning at any time, and the water discharged from the upper layer can be poured out at any time. Multi-Purpose Fruit Bowl: This is fruit holder suitable for any purpose, very suitable for holding various events, such as parties, birthdays, graduation ceremonies, tea parties. It's also a good choice as a gift to your family or friends.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White\"}],\n\"promotion_items\": [{\"title\": \"Ceramic Fruit Bowl for Home Kitchen Decor, 10\\\" Large Fruit Basket,Decorative Fruit ...\", \"asin\": \"B0D6WJNFPN\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"2-Tier Fruit Basket Stand \\u2013 Stylish Fruit Holder for Kitchen Countertop, Large Frui...\", \"asin\": \"B0DDLHV83X\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Fruit Bowl for Kitchen Counter - 10\\\"W Metal & Wood Modern Fruit Bowl for Table - Large Fruit Basket for Kitchen Counter - Stylish Wood & Black Decorative Bowl - Dining Table Centerpiece Decor Bowl\", \"asin\": \"B0CXXBSFHR\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Black Fruit Basket - Stylish Metal Wire Fruit Bowl for Kitchens - Decorative Fruit ...\", \"asin\": \"B0C4YY25LX\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Concrete Fruit Bowl - Large Decorative Pedestal Bowl for Kitchen Counter & Entryway...\", \"asin\": \"B0DFQHBPGH\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"Granite Inspired Matte White Fruit Bowl | Wide, Shallow Textured Pedestal Bowl | 11...\", \"asin\": \"B0DNN6QTKC\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"CAXXA Countertop Fruit Bowl, Wire Basket for Fruits, Breads, Vegetables,Snacks, Black\", \"asin\": \"B08CV7G68L\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Fruit Bowl Black Fruit Bowl Stand for Kitchen Counter Wire Fruit Basket Modern Coun...\", \"asin\": \"B097GXXTCG\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"WENSHUO Three-Legs Ceramic Fruit Bowl for Kitchen Counter, Decorative Bowl for Table D\\u00e9cor, 10-inch Oval Large Bowls for Breads (Matte Cr\\u00e8me)\", \"asin\": \"B0B74Y2SPH\", \"price\": \"$39.84\", \"quantity\": \"\"},\n{\"title\": \"CAXXA Countertop Fruit Bowl, Wire Basket for Fruits, Breads, Vegetables,Snacks, Black\", \"asin\": \"B08CV7G68L\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"VHC Brands Ribbed White Wooden Fruit Bowl 5.5x12x12, Kitchen Decor, Decorative Wooden Pedestal Bowl, Perfect Centerpiece for Table, Island, or Counter\", \"asin\": \"B0D9MWMMJ4\", \"price\": \"$27.49\", \"quantity\": \"\"},\n{\"title\": \"Fruit Bowl for Kitchen Counter - 10\\\"W Metal & Wood Modern Fruit Bowl for Table - Large Fruit Basket for Kitchen Counter - Stylish Wood & Black Decorative Bowl - Dining Table Centerpiece Decor Bowl\", \"asin\": \"B0CXXBSFHR\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"2 Tier Fruit Basket for Kitchen with 2 Banana Hangers, Detachable Metal Fruit Bowl ...\", \"asin\": \"B0DBQKKMHM\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Fruit Bowl for Kitchen Counter - 12\\\"W Metal & Wood Modern Fruit Bowl for Table - Large Fruit Basket for Kitchen Counter - Stylish Wood & Black Decorative Bowl - Dining Table Centerpiece Decor Bowl\", \"asin\": \"B0CCN8C396\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"VHC Brands Ribbed Black Wooden Fruit Bowl 5.5x12x12, Kitchen Decor, Decorative Wooden Pedestal Bowl, Perfect Centerpiece for Table, Island, or Counter\", \"asin\": \"B0D9MV544B\", \"price\": \"$29.39\", \"quantity\": \"\"},\n{\"title\": \"Creative Co-Op Stoneware Bowl w Reactive Glaze, White\", \"asin\": \"B09B4KP49X\", \"price\": \"$18.49\", \"quantity\": \"\"},\n{\"title\": \"10.4 Inch Fruit Bowl Fruit Basket Kitchen Storage Baskets Removable Decorative Pede...\", \"asin\": \"B0DLBBDLXR\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Large Decorative Bowl - Fruit Bowl for Kitchen Counter - Modern Decorative Bowl for...\", \"asin\": \"B0DFH36TRH\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Concrete Fruit Bowl - Large Decorative Pedestal Bowl for Kitchen Counter & Entryway...\", \"asin\": \"B0DFQHBPGH\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"Granite Inspired Matte White Fruit Bowl | Wide, Shallow Textured Pedestal Bowl | 11...\", \"asin\": \"B0DNN6QTKC\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"Handmade Decorative Glass Salad Bowl with Crackle Finish & Acacia Wood Base, 9 Inch...\", \"asin\": \"B0DQ9GK1XK\", \"price\": \"$21.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"onefitow\\u00a0Fruit bowl Fruit Basket for Kitchen Countertop Kitchen Storage Baskets Stand Organization, Decor Centerpiece for Kitchen Counter or Dining Room Tables, White\", \"asin\": \"B097DNWR91\", \"price\": \"$19.88\"},\n{\"title\": \"onefitow\\u00a0Fruit bowl Fruit Basket for Kitchen Countertop Kitchen Storage Baskets Stand Organization, Decor Centerpiece Counter or Dining Room Tables (green)\", \"asin\": \"B097DLG4PN\", \"price\": \"$19.98\"},\n{\"title\": \"CLAYNIX\\u00a0Bamboo Fruit Bowl, Decorative Bowl For Kitchen Counter, Large Serving Bowl, Or Fruit Basket For Kitchen (White)\", \"asin\": \"B0C6PSXB41\", \"price\": \"$23.99\"},\n{\"title\": \"Magclay\\u00a0Ceramic Fruit Bowl, 8.6\\\" Fruit Basket for Kitchen Counter, Decorative Pedestal Bowl for Table Decor, Round Fruit Holder, White\", \"asin\": \"B0C281RH2M\", \"price\": \"$26.99\"},\n{\"title\": \"Opeikla\\u00a0Ceramic Fruit Bowl for Home Kitchen Decor, 10\\\" Large Fruit Basket,Decorative Fruit Storage for Table Countertop, Fruit and Vegetable Holder\", \"asin\": \"B0D6WJNFPN\", \"price\": \"$26.99\"},\n{\"title\": \"Awarmbe\\u00a010.4 Inch Fruit Bowl, Fruit Bowl For Kitchen Counter, Pedestal Fruit Bowl For Table Countertop, Fruit Bowls For Home, White\", \"asin\": \"B09HF41KYS\", \"price\": \"$24.99\"}]\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\": \"2025-04-14T04:36:08.951Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T04:36:08.951Z
|
click
|
other
|
rule
|
train
| 135 |
2025-04-14T04:36:08.951Z
|
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": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"}
{"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"}
{"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"}
{"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"}
{"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "\u679c\u76d8"}],
"product_details": [{"asin": "B097DNWR91"},
{"title": "Fruit bowl Fruit Basket for Kitchen Countertop Kitchen Storage Baskets Stand Organization, Decor Centerpiece for Kitchen Counter or Dining Room Tables, White"},
{"price": "$19.88"},
{"bullet_list": "Stylish Appearance: Our fruit basket bowl stand is very suitable to store or display fruits, vegetables, bread and snacks. It looks pretty good no matter how it is placed, adding a stylish atmosphere to your kitchen or living space. High-Quality Materials: The fruit basket is made of durable and environmentally friendly PP material. The weight is 330 grams, the edges are smooth, and the hand feels comfortable without hurting your hands. Perfect Design: In order to keep your fruits and vegetables fresh, there is hollow design at the bottom to drain water of the fruit bowl . The perfect design is also a unique decoration. Easy to Clean: the fruit basket is 26.5 cm in diameter and 11.5 cm in height. It can be disassembled for cleaning at any time, and the water discharged from the upper layer can be poured out at any time. Multi-Purpose Fruit Bowl: This is fruit holder suitable for any purpose, very suitable for holding various events, such as parties, birthdays, graduation ceremonies, tea parties. It's also a good choice as a gift to your family or friends."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "White"}],
"promotion_items": [{"title": "Ceramic Fruit Bowl for Home Kitchen Decor, 10\" Large Fruit Basket,Decorative Fruit ...", "asin": "B0D6WJNFPN", "price": "$26.99", "quantity": ""},
{"title": "2-Tier Fruit Basket Stand \u2013 Stylish Fruit Holder for Kitchen Countertop, Large Frui...", "asin": "B0DDLHV83X", "price": "$39.99", "quantity": ""},
{"title": "Fruit Bowl for Kitchen Counter - 10\"W Metal & Wood Modern Fruit Bowl for Table - Large Fruit Basket for Kitchen Counter - Stylish Wood & Black Decorative Bowl - Dining Table Centerpiece Decor Bowl", "asin": "B0CXXBSFHR", "price": "$24.99", "quantity": ""},
{"title": "Black Fruit Basket - Stylish Metal Wire Fruit Bowl for Kitchens - Decorative Fruit ...", "asin": "B0C4YY25LX", "price": "$27.99", "quantity": ""},
{"title": "Concrete Fruit Bowl - Large Decorative Pedestal Bowl for Kitchen Counter & Entryway...", "asin": "B0DFQHBPGH", "price": "$38.99", "quantity": ""},
{"title": "Granite Inspired Matte White Fruit Bowl | Wide, Shallow Textured Pedestal Bowl | 11...", "asin": "B0DNN6QTKC", "price": "$47.99", "quantity": ""},
{"title": "CAXXA Countertop Fruit Bowl, Wire Basket for Fruits, Breads, Vegetables,Snacks, Black", "asin": "B08CV7G68L", "price": "$16.99", "quantity": ""},
{"title": "Fruit Bowl Black Fruit Bowl Stand for Kitchen Counter Wire Fruit Basket Modern Coun...", "asin": "B097GXXTCG", "price": "$19.99", "quantity": ""},
{"title": "WENSHUO Three-Legs Ceramic Fruit Bowl for Kitchen Counter, Decorative Bowl for Table D\u00e9cor, 10-inch Oval Large Bowls for Breads (Matte Cr\u00e8me)", "asin": "B0B74Y2SPH", "price": "$39.84", "quantity": ""},
{"title": "CAXXA Countertop Fruit Bowl, Wire Basket for Fruits, Breads, Vegetables,Snacks, Black", "asin": "B08CV7G68L", "price": "$16.99", "quantity": ""},
{"title": "VHC Brands Ribbed White Wooden Fruit Bowl 5.5x12x12, Kitchen Decor, Decorative Wooden Pedestal Bowl, Perfect Centerpiece for Table, Island, or Counter", "asin": "B0D9MWMMJ4", "price": "$27.49", "quantity": ""},
{"title": "Fruit Bowl for Kitchen Counter - 10\"W Metal & Wood Modern Fruit Bowl for Table - Large Fruit Basket for Kitchen Counter - Stylish Wood & Black Decorative Bowl - Dining Table Centerpiece Decor Bowl", "asin": "B0CXXBSFHR", "price": "$24.99", "quantity": ""},
{"title": "2 Tier Fruit Basket for Kitchen with 2 Banana Hangers, Detachable Metal Fruit Bowl ...", "asin": "B0DBQKKMHM", "price": "$18.99", "quantity": ""},
{"title": "Fruit Bowl for Kitchen Counter - 12\"W Metal & Wood Modern Fruit Bowl for Table - Large Fruit Basket for Kitchen Counter - Stylish Wood & Black Decorative Bowl - Dining Table Centerpiece Decor Bowl", "asin": "B0CCN8C396", "price": "$29.99", "quantity": ""},
{"title": "VHC Brands Ribbed Black Wooden Fruit Bowl 5.5x12x12, Kitchen Decor, Decorative Wooden Pedestal Bowl, Perfect Centerpiece for Table, Island, or Counter", "asin": "B0D9MV544B", "price": "$29.39", "quantity": ""},
{"title": "Creative Co-Op Stoneware Bowl w Reactive Glaze, White", "asin": "B09B4KP49X", "price": "$18.49", "quantity": ""},
{"title": "10.4 Inch Fruit Bowl Fruit Basket Kitchen Storage Baskets Removable Decorative Pede...", "asin": "B0DLBBDLXR", "price": "$13.99", "quantity": ""},
{"title": "Large Decorative Bowl - Fruit Bowl for Kitchen Counter - Modern Decorative Bowl for...", "asin": "B0DFH36TRH", "price": "$37.99", "quantity": ""},
{"title": "Concrete Fruit Bowl - Large Decorative Pedestal Bowl for Kitchen Counter & Entryway...", "asin": "B0DFQHBPGH", "price": "$38.99", "quantity": ""},
{"title": "Granite Inspired Matte White Fruit Bowl | Wide, Shallow Textured Pedestal Bowl | 11...", "asin": "B0DNN6QTKC", "price": "$47.99", "quantity": ""},
{"title": "Handmade Decorative Glass Salad Bowl with Crackle Finish & Acacia Wood Base, 9 Inch...", "asin": "B0DQ9GK1XK", "price": "$21.99", "quantity": ""}],
"comparison_items": [{"title": "onefitow\u00a0Fruit bowl Fruit Basket for Kitchen Countertop Kitchen Storage Baskets Stand Organization, Decor Centerpiece for Kitchen Counter or Dining Room Tables, White", "asin": "B097DNWR91", "price": "$19.88"},
{"title": "onefitow\u00a0Fruit bowl Fruit Basket for Kitchen Countertop Kitchen Storage Baskets Stand Organization, Decor Centerpiece Counter or Dining Room Tables (green)", "asin": "B097DLG4PN", "price": "$19.98"},
{"title": "CLAYNIX\u00a0Bamboo Fruit Bowl, Decorative Bowl For Kitchen Counter, Large Serving Bowl, Or Fruit Basket For Kitchen (White)", "asin": "B0C6PSXB41", "price": "$23.99"},
{"title": "Magclay\u00a0Ceramic Fruit Bowl, 8.6\" Fruit Basket for Kitchen Counter, Decorative Pedestal Bowl for Table Decor, Round Fruit Holder, White", "asin": "B0C281RH2M", "price": "$26.99"},
{"title": "Opeikla\u00a0Ceramic Fruit Bowl for Home Kitchen Decor, 10\" Large Fruit Basket,Decorative Fruit Storage for Table Countertop, Fruit and Vegetable Holder", "asin": "B0D6WJNFPN", "price": "$26.99"},
{"title": "Awarmbe\u00a010.4 Inch Fruit Bowl, Fruit Bowl For Kitchen Counter, Pedestal Fruit Bowl For Table Countertop, Fruit Bowls For Home, White", "asin": "B09HF41KYS", "price": "$24.99"}]
<|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": "2025-04-14T04:36:08.951Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-14T04:36:08.951Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T04:36:08.951Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 135,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u679c\\u76d8\"}],\n\"product_details\": [{\"asin\": \"B097DNWR91\"},\n{\"title\": \"Fruit bowl Fruit Basket for Kitchen Countertop Kitchen Storage Baskets Stand Organization, Decor Centerpiece for Kitchen Counter or Dining Room Tables, White\"},\n{\"price\": \"$19.88\"},\n{\"bullet_list\": \"Stylish Appearance: Our fruit basket bowl stand is very suitable to store or display fruits, vegetables, bread and snacks. It looks pretty good no matter how it is placed, adding a stylish atmosphere to your kitchen or living space. High-Quality Materials: The fruit basket is made of durable and environmentally friendly PP material. The weight is 330 grams, the edges are smooth, and the hand feels comfortable without hurting your hands. Perfect Design: In order to keep your fruits and vegetables fresh, there is hollow design at the bottom to drain water of the fruit bowl . The perfect design is also a unique decoration. Easy to Clean: the fruit basket is 26.5 cm in diameter and 11.5 cm in height. It can be disassembled for cleaning at any time, and the water discharged from the upper layer can be poured out at any time. Multi-Purpose Fruit Bowl: This is fruit holder suitable for any purpose, very suitable for holding various events, such as parties, birthdays, graduation ceremonies, tea parties. It's also a good choice as a gift to your family or friends.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White\"}],\n\"promotion_items\": [{\"title\": \"Ceramic Fruit Bowl for Home Kitchen Decor, 10\\\" Large Fruit Basket,Decorative Fruit ...\", \"asin\": \"B0D6WJNFPN\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"2-Tier Fruit Basket Stand \\u2013 Stylish Fruit Holder for Kitchen Countertop, Large Frui...\", \"asin\": \"B0DDLHV83X\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Fruit Bowl for Kitchen Counter - 10\\\"W Metal & Wood Modern Fruit Bowl for Table - Large Fruit Basket for Kitchen Counter - Stylish Wood & Black Decorative Bowl - Dining Table Centerpiece Decor Bowl\", \"asin\": \"B0CXXBSFHR\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Black Fruit Basket - Stylish Metal Wire Fruit Bowl for Kitchens - Decorative Fruit ...\", \"asin\": \"B0C4YY25LX\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Concrete Fruit Bowl - Large Decorative Pedestal Bowl for Kitchen Counter & Entryway...\", \"asin\": \"B0DFQHBPGH\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"Granite Inspired Matte White Fruit Bowl | Wide, Shallow Textured Pedestal Bowl | 11...\", \"asin\": \"B0DNN6QTKC\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"CAXXA Countertop Fruit Bowl, Wire Basket for Fruits, Breads, Vegetables,Snacks, Black\", \"asin\": \"B08CV7G68L\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Fruit Bowl Black Fruit Bowl Stand for Kitchen Counter Wire Fruit Basket Modern Coun...\", \"asin\": \"B097GXXTCG\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"WENSHUO Three-Legs Ceramic Fruit Bowl for Kitchen Counter, Decorative Bowl for Table D\\u00e9cor, 10-inch Oval Large Bowls for Breads (Matte Cr\\u00e8me)\", \"asin\": \"B0B74Y2SPH\", \"price\": \"$39.84\", \"quantity\": \"\"},\n{\"title\": \"CAXXA Countertop Fruit Bowl, Wire Basket for Fruits, Breads, Vegetables,Snacks, Black\", \"asin\": \"B08CV7G68L\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"VHC Brands Ribbed White Wooden Fruit Bowl 5.5x12x12, Kitchen Decor, Decorative Wooden Pedestal Bowl, Perfect Centerpiece for Table, Island, or Counter\", \"asin\": \"B0D9MWMMJ4\", \"price\": \"$27.49\", \"quantity\": \"\"},\n{\"title\": \"Fruit Bowl for Kitchen Counter - 10\\\"W Metal & Wood Modern Fruit Bowl for Table - Large Fruit Basket for Kitchen Counter - Stylish Wood & Black Decorative Bowl - Dining Table Centerpiece Decor Bowl\", \"asin\": \"B0CXXBSFHR\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"2 Tier Fruit Basket for Kitchen with 2 Banana Hangers, Detachable Metal Fruit Bowl ...\", \"asin\": \"B0DBQKKMHM\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Fruit Bowl for Kitchen Counter - 12\\\"W Metal & Wood Modern Fruit Bowl for Table - Large Fruit Basket for Kitchen Counter - Stylish Wood & Black Decorative Bowl - Dining Table Centerpiece Decor Bowl\", \"asin\": \"B0CCN8C396\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"VHC Brands Ribbed Black Wooden Fruit Bowl 5.5x12x12, Kitchen Decor, Decorative Wooden Pedestal Bowl, Perfect Centerpiece for Table, Island, or Counter\", \"asin\": \"B0D9MV544B\", \"price\": \"$29.39\", \"quantity\": \"\"},\n{\"title\": \"Creative Co-Op Stoneware Bowl w Reactive Glaze, White\", \"asin\": \"B09B4KP49X\", \"price\": \"$18.49\", \"quantity\": \"\"},\n{\"title\": \"10.4 Inch Fruit Bowl Fruit Basket Kitchen Storage Baskets Removable Decorative Pede...\", \"asin\": \"B0DLBBDLXR\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Large Decorative Bowl - Fruit Bowl for Kitchen Counter - Modern Decorative Bowl for...\", \"asin\": \"B0DFH36TRH\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Concrete Fruit Bowl - Large Decorative Pedestal Bowl for Kitchen Counter & Entryway...\", \"asin\": \"B0DFQHBPGH\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"Granite Inspired Matte White Fruit Bowl | Wide, Shallow Textured Pedestal Bowl | 11...\", \"asin\": \"B0DNN6QTKC\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"Handmade Decorative Glass Salad Bowl with Crackle Finish & Acacia Wood Base, 9 Inch...\", \"asin\": \"B0DQ9GK1XK\", \"price\": \"$21.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"onefitow\\u00a0Fruit bowl Fruit Basket for Kitchen Countertop Kitchen Storage Baskets Stand Organization, Decor Centerpiece for Kitchen Counter or Dining Room Tables, White\", \"asin\": \"B097DNWR91\", \"price\": \"$19.88\"},\n{\"title\": \"onefitow\\u00a0Fruit bowl Fruit Basket for Kitchen Countertop Kitchen Storage Baskets Stand Organization, Decor Centerpiece Counter or Dining Room Tables (green)\", \"asin\": \"B097DLG4PN\", \"price\": \"$19.98\"},\n{\"title\": \"CLAYNIX\\u00a0Bamboo Fruit Bowl, Decorative Bowl For Kitchen Counter, Large Serving Bowl, Or Fruit Basket For Kitchen (White)\", \"asin\": \"B0C6PSXB41\", \"price\": \"$23.99\"},\n{\"title\": \"Magclay\\u00a0Ceramic Fruit Bowl, 8.6\\\" Fruit Basket for Kitchen Counter, Decorative Pedestal Bowl for Table Decor, Round Fruit Holder, White\", \"asin\": \"B0C281RH2M\", \"price\": \"$26.99\"},\n{\"title\": \"Opeikla\\u00a0Ceramic Fruit Bowl for Home Kitchen Decor, 10\\\" Large Fruit Basket,Decorative Fruit Storage for Table Countertop, Fruit and Vegetable Holder\", \"asin\": \"B0D6WJNFPN\", \"price\": \"$26.99\"},\n{\"title\": \"Awarmbe\\u00a010.4 Inch Fruit Bowl, Fruit Bowl For Kitchen Counter, Pedestal Fruit Bowl For Table Countertop, Fruit Bowls For Home, White\", \"asin\": \"B09HF41KYS\", \"price\": \"$24.99\"}]\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\": \"2025-04-14T04:36:08.951Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"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\": \"\\u679c\\u76d8\"}],\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\": \"$206.61\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"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\": \"$20.99\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 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Eligible for Prime.\", \"asin\": \"B08R41LT8B\"},\n{\"title\": \"Go to detail page for \\\"Miicol Ceramic Appetizer Plates Set of 6, White Dessert Plates 8 Inch, Small Dinner Plates, Modern Round Salad Plates, Porcelain Serving Dishes for Snack, Bread, Fruit, Microwave & Dishwasher Safe.\\\" Rated 4.5 out of 5 stars by 376 reviews. Eligible for Prime.\", \"asin\": \"B077WRJSM2\"},\n{\"title\": \"Go to detail page for \\\"Miicol Prosecco Stopper, Rose Gold Initial Wine Stopper - Personalised Champagne Gift for Wine Lovers.\\\" Rated 4.8 out of 5 stars by 1069 reviews. Eligible for Prime.\", \"asin\": \"B08CCG5MPR\"}],\n\"search_results\": [{\"title\": \"Livabber Countertop Fruit Basket Bowl with Banana Hanger, Modern Standing Fruit Vegetable Bowl Storage, with Banana Tree Holder for Kitchen Dinning Table (Round Wood, Black)\", \"asin\": \"B0CJC1P7XH\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"LEXA 12\\\" Handmade Natural Bamboo Wooden Salad Bowl - 130 oz Lightweight Large Wooden Bowls for Food - Bamboo Wooden Fruit Bowl for Kitchen Counter, Wood Bowls for food - Wooden Serving Bowl for Snacks\", \"asin\": \"B0BBQH6JYC\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Short Curved-Edge Modern Creative Stylish Single Tier Dish,Metal Iron Wire Fruit Vegetables Bread Decorative Stand Serving Bowls Basket Holder (Gold, 11\\\" - 1PCS)\", \"asin\": \"B08DTTGH6F\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"ANTOPY 2 Tier Fruit Basket with 2 Banana Hangers, Countertop Fruit Vegetable Basket Bowl for Kitchen Counter Metal Wire Fruits Storage Stand Holder Organizer for Bread Snack Veggies Produce\", \"asin\": \"B09XK615VZ\", \"price\": \"$20.89\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Divided Serving Tray with Lid and Handle - 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order soon.\"},\n{\"title\": \"Fruit Bowl with Banana Hanger - Fruit Basket for Kitchen Counter with Holder - Black Chrome\", \"asin\": \"B09GY8KJ6Q\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Livabber Fruit Basket Bowl with Banana Hanger, Fruit Vegetable Storage Basket with Banana Tree Holder for Kitchen Counter, Detachable Organizer for Bread Snack Produce (Gold, 3-Tier Metal Base)\", \"asin\": \"B0CLNZC3VM\", \"price\": \"$38.99\", \"delivery\": \"FREE delivery Apr 25 - 29 for Prime members\"},\n{\"title\": \"Fruit Bowl for Kitchen Counter - 10\\\"W Metal & Wood Modern Fruit Bowl for Table - Large Fruit Basket for Kitchen Counter - Stylish Wood & Black Decorative Bowl - Dining Table Centerpiece Decor Bowl\", \"asin\": \"B0CXXBSFHR\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"PATIKIL Wood Serving Tray 7 Inch, Square Decorative Platter for Home Decor Kitchen Table Candle Holder, Brown\", \"asin\": \"B0C3B4QMVB\", \"price\": \"$16.49\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 4 left in stock - order soon.\"},\n{\"title\": \"Small Wooden Platters Rectangle Long Charcuterie Boards Acacia Wood Serving Trays Home Decor Cheese Board Cake Appetizer Plates Kitchen Charcuterie Platter for Food Dish Rectangular Dessert Snack Tray\", \"asin\": \"B0C6T55PNX\", \"price\": \"$9.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"PATIKIL Wood Serving Tray 10x7 Inch Outer Base, Rectangular Decorative Platter for Home Decor Kitchen Table Candle Holder, Brown\", \"asin\": \"B0C3B92J1N\", \"price\": \"$15.39\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Classic Style Curved-Edge Modern Creative Stylish Single Tier Dish,Metal Iron Wire Fruit Vegetables Bread Decorative Stand Serving Bowls Basket Holder (Dish) (Gold)\", \"asin\": \"B0CC93RKWP\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 10 left in stock (more on the way).\"},\n{\"title\": \"The Fine Living Co. 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3 Pack, 11.8\\\" x 5.9\\\" Rectangular Wooden Serving Platter, Wood Boards for Food, Mini Cheese Board for Vegetable, Charcuterie, Appetizer, Decor (Set 3)\", \"asin\": \"B0CT92TV7F\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 7 left in stock - order soon.\"},\n{\"title\": \"Gomakren 3 Tier Serving Stand with Porcelain Serving Platter Tray - Collapsible Gold Stand with 3 Piece Large14 Inch White Plates for Food Presentation Dessert Server Display and Entertaining\", \"asin\": \"B0BYVNCFJM\", \"price\": \"$36.99\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"\\u6c34\\u679c\\u76d8\\uff0c \\u5ba2\\u5385\\uff0c \\u5bb6\\u5c45\\u5ba2\\u5385\\uff0c \\u5496\\u5561\\u684c\\uff0c \\u6c34\\u679c\\u76d8\\uff0c \\u5c0f\\u5403\\uff0c \\u6c34\\u6676\\u6c34\\u679c\\u7f50\\uff0c \\u7cd6\\u679c\\u76d8\", \"asin\": \"B0F26K5325\", \"price\": \"$10.15\", \"delivery\": \"FREE delivery May 1 - 16 Or fastest delivery Apr 18 - 22\"},\n{\"title\": \"PLASTICPRO 6 Sectional Round Plastic Serving Tray/Platters White & Silver Pack of 2\", \"asin\": \"B081D8XY7V\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Ceramic Bowls and with Lid Gold Basket Trays, 6 Removable Small Bowls Condiment Trays Nut Serving Set for Snacks, Fruits, Candy and Condiments - Great for Parties, Holiday Gifts, White\", \"asin\": \"B0BL799FVM\", \"price\": \"$33.89\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"60oz Salad Bowl Set,2 Pack Serving Bowls for Entertaining,8inch Large White Ceramic Bowl for Side Dishes,Soup, Pho, Cereal, Pasta, Fruit, Microwave and Dishwasher Safe\", \"asin\": \"B0D9PTJRXL\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"GNIEMCKIN Wooden Serving Platter, 8 x 8 Inch, Set of 5, Acacia Wood Tray, Perfect for Serving Charcuterie, Appetizers, Desserts, Dips, Sushi, Parties, Family Gatherings, Weddings, and Home Decor\", \"asin\": \"B0D4D7VWJ5\", \"price\": \"$36.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"OwnMy 3-Tier Fruit Basket Stand Decorative Iron Fruit Bowl, Metal Wire Fruit Holder Storage Trays Table Countertop Holder for Vegetables Bread Snack, Modern Fruit Bowls for Kitchen Home Use (Gold)\", \"asin\": \"B08YNQDT5W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 18 - 21 for Prime members\"},\n{\"title\": \"Divided Serving Tray with Lid and Handle Fruit Containers for Fridge Snack Box Container Divided Storage Box for Platters for Serving Food Outdoor Party Snack Cracker and Spice Organizer\", \"asin\": \"B0DGGDCJ6V\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"LEXA 12\\\" Handmade White Bamboo Wooden Fruit Bowl for Kitchen Counter - 130Oz Lightweight Large Bamboo Wooden Bowls for Food, Wooden Salad Bowl, Wood Bowls for food - Wooden Serving Bowl for Snacks\", \"asin\": \"B0BBQL4LNC\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Apr 19 - 22 for Prime members\"},\n{\"title\": \"LE TAUCI Pasta Bowls 32 oz, Salad Bowls Set for Serving Soup, Pasta, Noodle, Dinner, Large Kitchen Bowl Plates, Microwave Safe - 7.8 Inch, Set of 4, White\", \"asin\": \"B08F4GHM23\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"2 Tier Fruit Basket for Kitchen- Bamboo Fruit and Vegetable Storage Bowl Stand for Kitchen Countertop, Produce Basket Fruit Holder for Potato, Onion, Bread, Snack Storage\", \"asin\": \"B0B6ZV5VV5\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Ceramic Fruit Bowl, 10 Inch White Fruit Bowl For Kitchen Counter,White Pedestal Bowl for Decor,Decorative Fruit Bowl for Kitchen & Home Decor (Ceramic White)\", \"asin\": \"B0CFY36QTL\", \"price\": \"$31.97\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Chip and Dip Serving Set, 13.5\\\" Serving Platters and Trays, Appetizer Serving Tray, Divided Serving Tray, Party Serving Relish Trays and Platters, Lazy Susan Taco Bar, Lazy Susan Serving Platter\", \"asin\": \"B0CPD1MZ87\", \"price\": \"$52.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"DOWAN 360\\u00b0 Rotatable Serving Tray and Platters, 12 Inch Divided Serving Bowls for Party, Kitchen Decor, Removable Serving Dishes for Chips and Dip, Fruit, Veggies, Candy and Snacks, 7 Pieces, White\", \"asin\": \"B099RHFZDV\", \"price\": \"$37.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"3 Pack Divided Serving Tray, 13 Inch Unbreakable Chip and Dip Platter, Melamine Appetizer Serving Plate, 5 Sectional Party Snack Relish Tray for Serving Food, Nuts, Candy, Dried Fruit, Veggies\", \"asin\": \"B0C4SSVQSD\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Fruit Bowl for Kitchen Counter, Large Fruit Basket Morden Fruits Holder for Table Centerpiece Decorative Fruit Bowls Stainless Steel Fruit Stand Creative Home Decor Bread Vegetable Storage Organizer\", \"asin\": \"B08B3F97WX\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Colorful Woven Glass Fruit Bowls Set of 2 (2 colors). Decoration Old Fashioned Glass Plates. 10 inch Large Bowl Hand Painted Multicolor Salad Bowls. Suitable for Dessert, Candy, Snack & More.\", \"asin\": \"B0D2L5RHLS\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members Only 6 left in stock - order soon.\"},\n{\"title\": \"Folkulture Wooden Fruit Bowl for Kitchen Counter | 12\\\" Large Premium Banana Fruit Basket for Kitchen | Black Wood Bowl with Holder, Pedestal for Table Decor, Centerpiece for Dining Table\", \"asin\": \"B09TFGMVR8\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Divided Serving Tray with Lid and Handle, Rotating Snackle Boxes Container Spinner, Portable Snack Tray Organizer with Cutlery, 6 Compartment Veggie Fruit Charcuterie Platter for Travel Party Picnic\", \"asin\": \"B0DB82XCD1\", \"price\": \"$18.74\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 18 left in stock - order soon.\"},\n{\"title\": \"Fruit Basket, 2 Tier Bamboo Fruit Basket for Kitchen, 11\\\" Tall Fruit Stand Storage Holder, Heavy Duty/Large Capacity for Vegetables, Fruit, and Snack, 15 mm Thickness (Self-assembly)\", \"asin\": \"B09YJ7TSYM\", \"price\": \"$28.98\", \"delivery\": \"FREE delivery Apr 30 - May 14 for Prime members\"},\n{\"title\": \"Modern Farmhouse 2 Tier Fruit Basket for Kitchen Counter, Vintage Wire and Wooden Base Fruit Bowl / Stand for Kitchen countertop Decor - Double Tree Fruit & Vegetables Basket\", \"asin\": \"B0BLFMGBCK\", \"price\": \"$42.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Fruit Basket for Kitchen Counter 2 Pack, Fruit Plate Decorative Bowls with Draining Holes, Fruit and Vegetable Holders for Countertops, Home Decor Serving Dish Table Centerpiece Decoration\", \"asin\": \"B0B1B2BVSK\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery May 2 - 12 Or fastest delivery Apr 15 - 16 Only 9 left in stock - order soon.\"},\n{\"title\": \"Metal Wire Fruit Basket, Black Fruit Bowl for Kitchen Counter, Fruit Holder Stand Storage Baskets for Countertop, Home Decor, Table Centerpieces, Vegetable Bowls for Fruits, Veggies, Snacks (Black)\", \"asin\": \"B08HC5MVJ1\", \"price\": \"$14.87\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"Fruit Bowl for Kitchen Counter - 3 Tier Ceramic Serving Bowls with Metal Stand, Tiered Fruit Basket for Fruit Vegetable Storage, Snack, Nuts, Cake, Dessert, Small & Cute (Gold-Rimmed)\", \"asin\": \"B0D2573S3Z\", \"price\": \"$46.99\", \"delivery\": \"FREE delivery Apr 21 - 25 for Prime members\"},\n{\"title\": \"Ceramic Fruit Bowl or Decorative Pedestal Bowl for Table D\\u00e9cor, 10\\\" Fruit Basket for Kitchen Counter or Home Decor, Fruit & Vegetable Holder, Large Ceramic Fruit Bowl for Home Decorative Centerpiece\", \"asin\": \"B0CPSBC2CT\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"mwellewm 10 Pcs Round Plastic Appetizer Tray with Lid Divided Serving Tray, Disposable Food Storage Containers, Kids Snack, Fruit Platter Vegetable Trays for Party and Buffet\", \"asin\": \"B09TT7F77N\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Mascot Desktop Decoration Buddhist Utensils Religious Pray Sacrificial Supplies \\u9676\\u74f7\\u4f9b\\u76d8 \\u4f9b\\u4f5b\\u679c\\u76d8\\u4f5b\\u524d\\u6c34\\u679c\\u76d8 \\u5bb6\\u7528\\u4e0a\\u9999\\u83b2\\u82b1\\u9ad8\\u811a\\u8d21\\u76d8\\u4f9b\\u54c1\\u4f5b\\u5177\\u7528\\u54c1 1Pcs(\\u62db\\u8d22\\u6b3e6\\u5bf8\\u3010\\u9ec4\\u8272\\u3011)\", \"asin\": \"B0C9LPVDCF\", \"price\": \"$49.42\", \"delivery\": \"$4.99 delivery May 5 - 14\"},\n{\"title\": \"Decor Metal Fruit Bowl, Modern Kitchen Fruit Basket, Large Round Kitchen Basket, for Fruit, Vegetable, Bread, Candy and Nut - Gold\", \"asin\": \"B099NQK8W7\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Thcbme 2024\\u9ad8\\u7aef\\u65f6\\u5c1a\\u6c34\\u679c\\u76d8\\u5927\\u53f7\\u6c34\\u6676\\u73bb\\u7483\\u76d8\\u5bb6\\u7528\\u5ba2\\u5385\\u8336\\u51e0\\u6c99\\u62c9\\u76d8\\u5b50\\u8f7b\\u5962/Plates and Bowls Set, Safety for Microwave & Dishwasher,/30.5CM\\u95ea\\u70c1\\u534a\\u900f\\u660e\\u73bb\\u7483\\u515c\", \"asin\": \"B0DMJZXB5H\", \"price\": \"$149.09\", \"delivery\": \"FREE delivery Apr 30 - May 12\"},\n{\"title\": \"\\u61d2\\u4eba\\u55d1\\u74dc\\u5b50\\u795e\\u5668\\u5403\\u74dc\\u5b50\\u5ba2\\u5385\\u5e8a\\u4e0a\\u6c34\\u679c\\u76d8\\u5bb6\\u7528\\u7cd6\\u679c\\u521b\\u610f\\u96f6\\u98df\\u5e72\\u679c\\u76d8 Household Cleaning\\uff0cKitchen Storage Essentials\", \"asin\": \"B0DZ12VCK8\", \"price\": \"$34.92\", \"delivery\": \"FREE delivery May 7 - 16\"},\n{\"title\": \"MYOSOTIS Foldable Fruit Basket Gift Bamboo Fruit and Veggie Basket,Fruit Bowl Holder Dried Fruit Basket For Christmas decorations Holiday Party Mom Gifts (Apple)\", \"asin\": \"B07SKP4NWM\", \"price\": \"$20.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Thcbme \\u73bb\\u7483\\u679c\\u76d8\\u9ad8\\u8db3\\u76d8\\u5b50\\u6258\\u76d8\\u6446\\u76d8\\u5bb6\\u7528\\u8f7b\\u5962\\u9152\\u5e97\\u70b9\\u5fc3\\u7cd6\\u679c\\u76d8\\u7cd5\\u70b9\\u76d8/Home Buffet Porcelain Chip Plates/Dinnerware Plates, Bowls,/\\u9ad8\\u8db3\\u7ad6\\u6761\\u7eb9\\u73bb\\u7483\\u679c\\u76d8\", \"asin\": \"B0DMLCXS93\", \"price\": \"$63.69\", \"delivery\": \"FREE delivery Apr 30 - May 12\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:06:10.554Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:06:10.554Z
|
click
|
nav_bar
|
rule
|
train
| 136 |
2025-04-14T05:06:10.554Z
|
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": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"}
{"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"}
{"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"}
{"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"}
{"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "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": "\u679c\u76d8"}],
"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": "$206.61", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "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": "$20.99", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$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": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"promotion_items": [{"title": "PATIKIL Wood Serving Tray 10x7 Inch Outer Base, Rectangular Decorative Platter for Home Decor Kitchen Table Candle Holder, Brown", "asin": "B0C3B92J1N", "price": "$15.39", "quantity": ""},
{"title": "Fruit bowl Fruit Basket for Kitchen Countertop Kitchen Storage Baskets Stand Organization, Decor Centerpiece for Kitchen Counter or Dining Room Tables, White", "asin": "B097DNWR91", "price": "$19.88", "quantity": ""},
{"title": "FUNSUEI 11.8 x 5.1 Inches Set of 6 Wooden Serving Platters, Acacia Wooden Serving Trays with Grooved Design, Rectangular Wood Platters for Fruit, Cookie, Bread, Vegetable, Salad", "asin": "B08ZYPW2BH", "price": "$37.99", "quantity": ""},
{"title": "60oz Salad Bowl Set,2 Pack Serving Bowls for Entertaining,8inch Large White Ceramic Bowl for Side Dishes,Soup, Pho, Cereal, Pasta, Fruit, Microwave and Dishwasher Safe", "asin": "B0D9PTJRXL", "price": "$18.99", "quantity": ""},
{"title": "KOLWOVEN Solid Acacia Wood Serving Tray - 3 Pack, 11.8\" x 5.9\" Rectangular Wooden Serving Platter, Wood Boards for Food, Mini Cheese Board for Vegetable, Charcuterie, Appetizer, Decor (Set 3)", "asin": "B0CT92TV7F", "price": "$26.99", "quantity": ""},
{"title": "Luxurious White Textured Ceramic Bowl and Greenery Set,12.5x10.5 Inch Pedestal Decorative Bowl, with 6 Green Succulent Moss Balls, Counter Top, Farmhouse Table Centerpiece, Living Room, Kitchen Decor", "asin": "B0CT4J6NL3", "price": "$149.99", "quantity": ""},
{"title": "Fruit Bowl for Kitchen Counter, Large Fruit Basket Morden Fruits Holder for Table Centerpiece Decorative Fruit Bowls Stainless Steel Fruit Stand Creative Home Decor Bread Vegetable Storage Organizer", "asin": "B08B3F97WX", "price": "$24.99", "quantity": ""},
{"title": "60oz Salad Bowl Set,2 Pack Serving Bowls for Entertaining,8inch Large White Ceramic Bowl for Side Dishes,Soup, Pho, Cereal, Pasta, Fruit, Microwave and Dishwasher Safe", "asin": "B0D9PTJRXL", "price": "$18.99", "quantity": ""},
{"title": "12\" Salad Bowl Set with 2 Wooden Hands - Large Acacia Wood Serving Bowl with Serving Utensils - Big Mixing Bowl for Fruits, Salad,Pasta for Kitchen Counter (12\" Diameter x 4.5\" Height)", "asin": "B0D95MZ1NT", "price": "$39.98", "quantity": ""},
{"title": "MALACASA Serving Bowls, 114 OZ(10\") Extra Large Salad Bowls Set of 2, Porcelain White Serving Bowls for Salad, Soup, Pasta and Dinner, Large Ceramic Bowl Set for Entertaining, Series REGULAR", "asin": "B0C5LMMLYP", "price": "$39.89", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"Miicol Ceramic Bowls with Lids Set of 4, Food Storage Containers 20 Oz, Porcelain Serving Bowls 5 Inch, Colorful Mixing Bowl, Kitchen Bowl for Meal Prep, Picnic, Lunch.\" Rated 4.6 out of 5 stars by 218 reviews. Eligible for Prime.", "asin": "B08R41LT8B"},
{"title": "Go to detail page for \"Miicol Ceramic Appetizer Plates Set of 6, White Dessert Plates 8 Inch, Small Dinner Plates, Modern Round Salad Plates, Porcelain Serving Dishes for Snack, Bread, Fruit, Microwave & Dishwasher Safe.\" Rated 4.5 out of 5 stars by 376 reviews. Eligible for Prime.", "asin": "B077WRJSM2"},
{"title": "Go to detail page for \"Miicol Prosecco Stopper, Rose Gold Initial Wine Stopper - Personalised Champagne Gift for Wine Lovers.\" Rated 4.8 out of 5 stars by 1069 reviews. Eligible for Prime.", "asin": "B08CCG5MPR"}],
"search_results": [{"title": "Livabber Countertop Fruit Basket Bowl with Banana Hanger, Modern Standing Fruit Vegetable Bowl Storage, with Banana Tree Holder for Kitchen Dinning Table (Round Wood, Black)", "asin": "B0CJC1P7XH", "price": "$22.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "LEXA 12\" Handmade Natural Bamboo Wooden Salad Bowl - 130 oz Lightweight Large Wooden Bowls for Food - Bamboo Wooden Fruit Bowl for Kitchen Counter, Wood Bowls for food - Wooden Serving Bowl for Snacks", "asin": "B0BBQH6JYC", "price": "$23.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Short Curved-Edge Modern Creative Stylish Single Tier Dish,Metal Iron Wire Fruit Vegetables Bread Decorative Stand Serving Bowls Basket Holder (Gold, 11\" - 1PCS)", "asin": "B08DTTGH6F", "price": "$14.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "ANTOPY 2 Tier Fruit Basket with 2 Banana Hangers, Countertop Fruit Vegetable Basket Bowl for Kitchen Counter Metal Wire Fruits Storage Stand Holder Organizer for Bread Snack Veggies Produce", "asin": "B09XK615VZ", "price": "$20.89", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Divided Serving Tray with Lid and Handle - Snackle Box Charcuterie Container for Portable Snack Platters - Clear Organizer for Candy, Fruits, Nuts, Snacks - Perfect for Party, Entertaining", "asin": "B0CKMHSRJC", "price": "$19.99", "delivery": "FREE delivery Thu, Apr 17 for Prime members"},
{"title": "Auledio Iron 2-Tier Countertop Fruit Vegetables Basket Bowl Storage With Banana Hanger, Black, 64 ounces", "asin": "B08NJKQHLN", "price": "$19.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "DMAR Wire Fruit Basket Gold Fruit Bowl for Kitchen Counter Wave Fruit Basket Serving Bowl Wire Fruit Dish for Fruits and Veggies", "asin": "B08CKQQPV8", "price": "$19.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Fruit bowl Fruit Basket for Kitchen Countertop Kitchen Storage Baskets Stand Organization, Decor Centerpiece for Kitchen Counter or Dining Room Tables, White", "asin": "B097DNWR91", "price": "$19.88", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "TOSSOW Glass Salad Bowl Irregular Shape Serving Bowls, 25 oz Pyrex Mixing Bowls for Kitchen Prep, Fruit, Snack, Dessert, and Candy Dishes or Nut Bowls(Grey)", "asin": "B097DMYMJM", "price": "$14.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "RICCLE Fruit Basket For Kitchen Counter - Fruit Basket With Banana Hanger - Double Layer Metal Wire Fruit Bowl For Kitchen Countertop - Fruit Holder For Produce, Vegetables, Kitchen", "asin": "B09FRXV1MD", "price": "$19.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "OwnMy Metal Fruit Bowl Basket Creative Table Centerpiece Fruit Stand Decorative Countertop Fruit Holder for Kitchen Counter, Iron Large Fruit Plate Round Storage Tray for Bread Snacks Candy (Golden)", "asin": "B08LY6G6P4", "price": "$25.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "2-Tier Fruit Basket Stand \u2013 Stylish Fruit Holder for Kitchen Countertop, Large Fruit and Vegetable Storage Organizer, Two Tier Fruit Basket for Kitchen", "asin": "B0DDLHV83X", "price": "$39.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "HOSY 2 Tier Steel Basket, Standing Storage Rack Ideas for Fruits, Vegetables, Bread, etc. (14-inch)", "asin": "B0DSJQ9GZ5", "price": "$22.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "TOSY Magnet Pyramid Stone - 1 Cube Transforms into 1 Billion Shapes, Easter Basket Stuffers Essentials for Kids/Teens, 243 Rare Earth Magnets, Holographic Design, Puzzle/STEAM Toy", "asin": "B0DMSVXBDV", "price": "$23.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "TOSY Flying Disc - 16 Million Colors RGB or 36 LEDs, Extremely Bright, Smart Modes, Easter Basket Stuffers Essentials for Teens/Kids/Adults/Men/Boys/Girls, Auto Light Up, Rechargeable, 175g", "asin": "B0B1YLQD9C", "price": "$28.49", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "2 Tier Ceramic Fruit Bowl With Bamboo Wood Stand for Kitchen Counter,Porcelain Fruit Basket for Vegetable Storage,Snack Dessert Cake Tray Plate Rack for Party Wedding - White", "asin": "B09TWQSCLG", "price": "$39.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Fruit bowl for kitchen counter - 3-tier ceramic bowl with metal stand, tiered fruit basket for fruit and vegetable storage, snacks, nuts, cakes, desserts + (smoke gray)", "asin": "B0DJVY87J9", "price": "$19.80", "delivery": "FREE delivery Wed, Apr 16 Only 3 left in stock - order soon."},
{"title": "Fruit Bowl with Banana Hanger - Fruit Basket for Kitchen Counter with Holder - Black Chrome", "asin": "B09GY8KJ6Q", "price": "$22.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Livabber Fruit Basket Bowl with Banana Hanger, Fruit Vegetable Storage Basket with Banana Tree Holder for Kitchen Counter, Detachable Organizer for Bread Snack Produce (Gold, 3-Tier Metal Base)", "asin": "B0CLNZC3VM", "price": "$38.99", "delivery": "FREE delivery Apr 25 - 29 for Prime members"},
{"title": "Fruit Bowl for Kitchen Counter - 10\"W Metal & Wood Modern Fruit Bowl for Table - Large Fruit Basket for Kitchen Counter - Stylish Wood & Black Decorative Bowl - Dining Table Centerpiece Decor Bowl", "asin": "B0CXXBSFHR", "price": "$24.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "PATIKIL Wood Serving Tray 7 Inch, Square Decorative Platter for Home Decor Kitchen Table Candle Holder, Brown", "asin": "B0C3B4QMVB", "price": "$16.49", "delivery": " Two-Day FREE delivery Tue, Apr 15 Only 4 left in stock - order soon."},
{"title": "Small Wooden Platters Rectangle Long Charcuterie Boards Acacia Wood Serving Trays Home Decor Cheese Board Cake Appetizer Plates Kitchen Charcuterie Platter for Food Dish Rectangular Dessert Snack Tray", "asin": "B0C6T55PNX", "price": "$9.98", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "PATIKIL Wood Serving Tray 10x7 Inch Outer Base, Rectangular Decorative Platter for Home Decor Kitchen Table Candle Holder, Brown", "asin": "B0C3B92J1N", "price": "$15.39", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Classic Style Curved-Edge Modern Creative Stylish Single Tier Dish,Metal Iron Wire Fruit Vegetables Bread Decorative Stand Serving Bowls Basket Holder (Dish) (Gold)", "asin": "B0CC93RKWP", "price": "$16.99", "delivery": "FREE delivery Wed, Apr 16 Only 10 left in stock (more on the way)."},
{"title": "The Fine Living Co. Wooden Fruit Bowl, Large Serving Platter for Dessert, Round Shaped Serving Bowl for Cake, Snacks, Acacia Wood Bowls for Centrepiece, Wedding, Natural, 12\"x2\"", "asin": "B0C5MLWL7R", "price": "$39.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "CAXXA Countertop Fruit Bowl, Wire Basket for Fruits, Breads, Vegetables,Snacks, Black", "asin": "B08CV7G68L", "price": "$16.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "MALACASA 48 Oz Pasta Bowls Set of 4, 9 Inch Salad Bowls, White Ceramic Serving Bowls for Kitchen, Microwave & Dishwasher Safe, Series LUNA, White", "asin": "B0DCJV2HZC", "price": "$25.96", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Fruit Bowl for Kitchen Counter, Large Fruit Basket Morden Fruits Holder for Table Centerpiece Decorative Fruit Bowls Stainless Steel Fruit Stand Creative Home Decor Bread Vegetable Storage Organizer", "asin": "B08B3F97WX", "price": "$24.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "UPPER Ottoman Tray 17x13 Inches Acacia Wood Serving Tray with Handles, Decorative Serving Tray with Handles, Wooden Serving Tray for Ottoman, Coffee Table Tray, Breakfast Tray Anti-Skid Pads Included", "asin": "B0DLSJ78TR", "price": "$37.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Metal Wire Fruit Basket, Black Fruit Bowl for Kitchen Counter, Fruit Holder Stand Storage Baskets for Countertop, Home Decor, Table Centerpieces, Vegetable Bowls for Fruits, Veggies, Snacks (Black)", "asin": "B08HC5MVJ1", "price": "$14.87", "delivery": "FREE delivery Sat, Apr 19 for Prime members"},
{"title": "KOLWOVEN Solid Acacia Wood Serving Tray - 3 Pack, 11.8\" x 5.9\" Rectangular Wooden Serving Platter, Wood Boards for Food, Mini Cheese Board for Vegetable, Charcuterie, Appetizer, Decor (Set 3)", "asin": "B0CT92TV7F", "price": "$26.99", "delivery": "FREE delivery Wed, Apr 16 Only 7 left in stock - order soon."},
{"title": "Gomakren 3 Tier Serving Stand with Porcelain Serving Platter Tray - Collapsible Gold Stand with 3 Piece Large14 Inch White Plates for Food Presentation Dessert Server Display and Entertaining", "asin": "B0BYVNCFJM", "price": "$36.99", "delivery": "FREE delivery Sat, Apr 19 for Prime members"},
{"title": "\u6c34\u679c\u76d8\uff0c \u5ba2\u5385\uff0c \u5bb6\u5c45\u5ba2\u5385\uff0c \u5496\u5561\u684c\uff0c \u6c34\u679c\u76d8\uff0c \u5c0f\u5403\uff0c \u6c34\u6676\u6c34\u679c\u7f50\uff0c \u7cd6\u679c\u76d8", "asin": "B0F26K5325", "price": "$10.15", "delivery": "FREE delivery May 1 - 16 Or fastest delivery Apr 18 - 22"},
{"title": "PLASTICPRO 6 Sectional Round Plastic Serving Tray/Platters White & Silver Pack of 2", "asin": "B081D8XY7V", "price": "$12.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Ceramic Bowls and with Lid Gold Basket Trays, 6 Removable Small Bowls Condiment Trays Nut Serving Set for Snacks, Fruits, Candy and Condiments - Great for Parties, Holiday Gifts, White", "asin": "B0BL799FVM", "price": "$33.89", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "60oz Salad Bowl Set,2 Pack Serving Bowls for Entertaining,8inch Large White Ceramic Bowl for Side Dishes,Soup, Pho, Cereal, Pasta, Fruit, Microwave and Dishwasher Safe", "asin": "B0D9PTJRXL", "price": "$18.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "GNIEMCKIN Wooden Serving Platter, 8 x 8 Inch, Set of 5, Acacia Wood Tray, Perfect for Serving Charcuterie, Appetizers, Desserts, Dips, Sushi, Parties, Family Gatherings, Weddings, and Home Decor", "asin": "B0D4D7VWJ5", "price": "$36.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "OwnMy 3-Tier Fruit Basket Stand Decorative Iron Fruit Bowl, Metal Wire Fruit Holder Storage Trays Table Countertop Holder for Vegetables Bread Snack, Modern Fruit Bowls for Kitchen Home Use (Gold)", "asin": "B08YNQDT5W", "price": "$29.99", "delivery": "FREE delivery Apr 18 - 21 for Prime members"},
{"title": "Divided Serving Tray with Lid and Handle Fruit Containers for Fridge Snack Box Container Divided Storage Box for Platters for Serving Food Outdoor Party Snack Cracker and Spice Organizer", "asin": "B0DGGDCJ6V", "price": "$24.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "LEXA 12\" Handmade White Bamboo Wooden Fruit Bowl for Kitchen Counter - 130Oz Lightweight Large Bamboo Wooden Bowls for Food, Wooden Salad Bowl, Wood Bowls for food - Wooden Serving Bowl for Snacks", "asin": "B0BBQL4LNC", "price": "$28.99", "delivery": "FREE delivery Apr 19 - 22 for Prime members"},
{"title": "LE TAUCI Pasta Bowls 32 oz, Salad Bowls Set for Serving Soup, Pasta, Noodle, Dinner, Large Kitchen Bowl Plates, Microwave Safe - 7.8 Inch, Set of 4, White", "asin": "B08F4GHM23", "price": "$28.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "2 Tier Fruit Basket for Kitchen- Bamboo Fruit and Vegetable Storage Bowl Stand for Kitchen Countertop, Produce Basket Fruit Holder for Potato, Onion, Bread, Snack Storage", "asin": "B0B6ZV5VV5", "price": "$35.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Ceramic Fruit Bowl, 10 Inch White Fruit Bowl For Kitchen Counter,White Pedestal Bowl for Decor,Decorative Fruit Bowl for Kitchen & Home Decor (Ceramic White)", "asin": "B0CFY36QTL", "price": "$31.97", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Chip and Dip Serving Set, 13.5\" Serving Platters and Trays, Appetizer Serving Tray, Divided Serving Tray, Party Serving Relish Trays and Platters, Lazy Susan Taco Bar, Lazy Susan Serving Platter", "asin": "B0CPD1MZ87", "price": "$52.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "DOWAN 360\u00b0 Rotatable Serving Tray and Platters, 12 Inch Divided Serving Bowls for Party, Kitchen Decor, Removable Serving Dishes for Chips and Dip, Fruit, Veggies, Candy and Snacks, 7 Pieces, White", "asin": "B099RHFZDV", "price": "$37.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "3 Pack Divided Serving Tray, 13 Inch Unbreakable Chip and Dip Platter, Melamine Appetizer Serving Plate, 5 Sectional Party Snack Relish Tray for Serving Food, Nuts, Candy, Dried Fruit, Veggies", "asin": "B0C4SSVQSD", "price": "$23.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Fruit Bowl for Kitchen Counter, Large Fruit Basket Morden Fruits Holder for Table Centerpiece Decorative Fruit Bowls Stainless Steel Fruit Stand Creative Home Decor Bread Vegetable Storage Organizer", "asin": "B08B3F97WX", "price": "$24.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Colorful Woven Glass Fruit Bowls Set of 2 (2 colors). Decoration Old Fashioned Glass Plates. 10 inch Large Bowl Hand Painted Multicolor Salad Bowls. Suitable for Dessert, Candy, Snack & More.", "asin": "B0D2L5RHLS", "price": "$28.99", "delivery": "FREE delivery Fri, Apr 18 for Prime members Only 6 left in stock - order soon."},
{"title": "Folkulture Wooden Fruit Bowl for Kitchen Counter | 12\" Large Premium Banana Fruit Basket for Kitchen | Black Wood Bowl with Holder, Pedestal for Table Decor, Centerpiece for Dining Table", "asin": "B09TFGMVR8", "price": "$39.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Divided Serving Tray with Lid and Handle, Rotating Snackle Boxes Container Spinner, Portable Snack Tray Organizer with Cutlery, 6 Compartment Veggie Fruit Charcuterie Platter for Travel Party Picnic", "asin": "B0DB82XCD1", "price": "$18.74", "delivery": " Two-Day FREE delivery Tue, Apr 15 Only 18 left in stock - order soon."},
{"title": "Fruit Basket, 2 Tier Bamboo Fruit Basket for Kitchen, 11\" Tall Fruit Stand Storage Holder, Heavy Duty/Large Capacity for Vegetables, Fruit, and Snack, 15 mm Thickness (Self-assembly)", "asin": "B09YJ7TSYM", "price": "$28.98", "delivery": "FREE delivery Apr 30 - May 14 for Prime members"},
{"title": "Modern Farmhouse 2 Tier Fruit Basket for Kitchen Counter, Vintage Wire and Wooden Base Fruit Bowl / Stand for Kitchen countertop Decor - Double Tree Fruit & Vegetables Basket", "asin": "B0BLFMGBCK", "price": "$42.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Fruit Basket for Kitchen Counter 2 Pack, Fruit Plate Decorative Bowls with Draining Holes, Fruit and Vegetable Holders for Countertops, Home Decor Serving Dish Table Centerpiece Decoration", "asin": "B0B1B2BVSK", "price": "$22.99", "delivery": "FREE delivery May 2 - 12 Or fastest delivery Apr 15 - 16 Only 9 left in stock - order soon."},
{"title": "Metal Wire Fruit Basket, Black Fruit Bowl for Kitchen Counter, Fruit Holder Stand Storage Baskets for Countertop, Home Decor, Table Centerpieces, Vegetable Bowls for Fruits, Veggies, Snacks (Black)", "asin": "B08HC5MVJ1", "price": "$14.87", "delivery": "FREE delivery Sat, Apr 19 for Prime members"},
{"title": "Fruit Bowl for Kitchen Counter - 3 Tier Ceramic Serving Bowls with Metal Stand, Tiered Fruit Basket for Fruit Vegetable Storage, Snack, Nuts, Cake, Dessert, Small & Cute (Gold-Rimmed)", "asin": "B0D2573S3Z", "price": "$46.99", "delivery": "FREE delivery Apr 21 - 25 for Prime members"},
{"title": "Ceramic Fruit Bowl or Decorative Pedestal Bowl for Table D\u00e9cor, 10\" Fruit Basket for Kitchen Counter or Home Decor, Fruit & Vegetable Holder, Large Ceramic Fruit Bowl for Home Decorative Centerpiece", "asin": "B0CPSBC2CT", "price": "$35.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "mwellewm 10 Pcs Round Plastic Appetizer Tray with Lid Divided Serving Tray, Disposable Food Storage Containers, Kids Snack, Fruit Platter Vegetable Trays for Party and Buffet", "asin": "B09TT7F77N", "price": "$19.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Mascot Desktop Decoration Buddhist Utensils Religious Pray Sacrificial Supplies \u9676\u74f7\u4f9b\u76d8 \u4f9b\u4f5b\u679c\u76d8\u4f5b\u524d\u6c34\u679c\u76d8 \u5bb6\u7528\u4e0a\u9999\u83b2\u82b1\u9ad8\u811a\u8d21\u76d8\u4f9b\u54c1\u4f5b\u5177\u7528\u54c1 1Pcs(\u62db\u8d22\u6b3e6\u5bf8\u3010\u9ec4\u8272\u3011)", "asin": "B0C9LPVDCF", "price": "$49.42", "delivery": "$4.99 delivery May 5 - 14"},
{"title": "Decor Metal Fruit Bowl, Modern Kitchen Fruit Basket, Large Round Kitchen Basket, for Fruit, Vegetable, Bread, Candy and Nut - Gold", "asin": "B099NQK8W7", "price": "$25.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Thcbme 2024\u9ad8\u7aef\u65f6\u5c1a\u6c34\u679c\u76d8\u5927\u53f7\u6c34\u6676\u73bb\u7483\u76d8\u5bb6\u7528\u5ba2\u5385\u8336\u51e0\u6c99\u62c9\u76d8\u5b50\u8f7b\u5962/Plates and Bowls Set, Safety for Microwave & Dishwasher,/30.5CM\u95ea\u70c1\u534a\u900f\u660e\u73bb\u7483\u515c", "asin": "B0DMJZXB5H", "price": "$149.09", "delivery": "FREE delivery Apr 30 - May 12"},
{"title": "\u61d2\u4eba\u55d1\u74dc\u5b50\u795e\u5668\u5403\u74dc\u5b50\u5ba2\u5385\u5e8a\u4e0a\u6c34\u679c\u76d8\u5bb6\u7528\u7cd6\u679c\u521b\u610f\u96f6\u98df\u5e72\u679c\u76d8 Household Cleaning\uff0cKitchen Storage Essentials", "asin": "B0DZ12VCK8", "price": "$34.92", "delivery": "FREE delivery May 7 - 16"},
{"title": "MYOSOTIS Foldable Fruit Basket Gift Bamboo Fruit and Veggie Basket,Fruit Bowl Holder Dried Fruit Basket For Christmas decorations Holiday Party Mom Gifts (Apple)", "asin": "B07SKP4NWM", "price": "$20.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Thcbme \u73bb\u7483\u679c\u76d8\u9ad8\u8db3\u76d8\u5b50\u6258\u76d8\u6446\u76d8\u5bb6\u7528\u8f7b\u5962\u9152\u5e97\u70b9\u5fc3\u7cd6\u679c\u76d8\u7cd5\u70b9\u76d8/Home Buffet Porcelain Chip Plates/Dinnerware Plates, Bowls,/\u9ad8\u8db3\u7ad6\u6761\u7eb9\u73bb\u7483\u679c\u76d8", "asin": "B0DMLCXS93", "price": "$63.69", "delivery": "FREE delivery Apr 30 - May 12"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:06:10.554Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-14T05:06:10.554Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:06:10.554Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 136,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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order soon.\"},\n{\"title\": \"Small Wooden Platters Rectangle Long Charcuterie Boards Acacia Wood Serving Trays Home Decor Cheese Board Cake Appetizer Plates Kitchen Charcuterie Platter for Food Dish Rectangular Dessert Snack Tray\", \"asin\": \"B0C6T55PNX\", \"price\": \"$9.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"PATIKIL Wood Serving Tray 10x7 Inch Outer Base, Rectangular Decorative Platter for Home Decor Kitchen Table Candle Holder, Brown\", \"asin\": \"B0C3B92J1N\", \"price\": \"$15.39\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Classic Style Curved-Edge Modern Creative Stylish Single Tier Dish,Metal Iron Wire Fruit Vegetables Bread Decorative Stand Serving Bowls Basket Holder (Dish) (Gold)\", \"asin\": \"B0CC93RKWP\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 10 left in stock (more on the way).\"},\n{\"title\": \"The Fine Living Co. Wooden Fruit Bowl, Large Serving Platter for Dessert, Round Shaped Serving Bowl for Cake, Snacks, Acacia Wood Bowls for Centrepiece, Wedding, Natural, 12\\\"x2\\\"\", \"asin\": \"B0C5MLWL7R\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"CAXXA Countertop Fruit Bowl, Wire Basket for Fruits, Breads, Vegetables,Snacks, Black\", \"asin\": \"B08CV7G68L\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"MALACASA 48 Oz Pasta Bowls Set of 4, 9 Inch Salad Bowls, White Ceramic Serving Bowls for Kitchen, Microwave & Dishwasher Safe, Series LUNA, White\", \"asin\": \"B0DCJV2HZC\", \"price\": \"$25.96\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Fruit Bowl for Kitchen Counter, Large Fruit Basket Morden Fruits Holder for Table Centerpiece Decorative Fruit Bowls Stainless Steel Fruit Stand Creative Home Decor Bread Vegetable Storage Organizer\", \"asin\": \"B08B3F97WX\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"UPPER Ottoman Tray 17x13 Inches Acacia Wood Serving Tray with Handles, Decorative Serving Tray with Handles, Wooden Serving Tray for Ottoman, Coffee Table Tray, Breakfast Tray Anti-Skid Pads Included\", \"asin\": \"B0DLSJ78TR\", \"price\": \"$37.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Metal Wire Fruit Basket, Black Fruit Bowl for Kitchen Counter, Fruit Holder Stand Storage Baskets for Countertop, Home Decor, Table Centerpieces, Vegetable Bowls for Fruits, Veggies, Snacks (Black)\", \"asin\": \"B08HC5MVJ1\", \"price\": \"$14.87\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"KOLWOVEN Solid Acacia Wood Serving Tray - 3 Pack, 11.8\\\" x 5.9\\\" Rectangular Wooden Serving Platter, Wood Boards for Food, Mini Cheese Board for Vegetable, Charcuterie, Appetizer, Decor (Set 3)\", \"asin\": \"B0CT92TV7F\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 7 left in stock - order soon.\"},\n{\"title\": \"Gomakren 3 Tier Serving Stand with Porcelain Serving Platter Tray - Collapsible Gold Stand with 3 Piece Large14 Inch White Plates for Food Presentation Dessert Server Display and Entertaining\", \"asin\": \"B0BYVNCFJM\", \"price\": \"$36.99\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"\\u6c34\\u679c\\u76d8\\uff0c \\u5ba2\\u5385\\uff0c \\u5bb6\\u5c45\\u5ba2\\u5385\\uff0c \\u5496\\u5561\\u684c\\uff0c \\u6c34\\u679c\\u76d8\\uff0c \\u5c0f\\u5403\\uff0c \\u6c34\\u6676\\u6c34\\u679c\\u7f50\\uff0c \\u7cd6\\u679c\\u76d8\", \"asin\": \"B0F26K5325\", \"price\": \"$10.15\", \"delivery\": \"FREE delivery May 1 - 16 Or fastest delivery Apr 18 - 22\"},\n{\"title\": \"PLASTICPRO 6 Sectional Round Plastic Serving Tray/Platters White & Silver Pack of 2\", \"asin\": \"B081D8XY7V\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Ceramic Bowls and with Lid Gold Basket Trays, 6 Removable Small Bowls Condiment Trays Nut Serving Set for Snacks, Fruits, Candy and Condiments - Great for Parties, Holiday Gifts, White\", \"asin\": \"B0BL799FVM\", \"price\": \"$33.89\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"60oz Salad Bowl Set,2 Pack Serving Bowls for Entertaining,8inch Large White Ceramic Bowl for Side Dishes,Soup, Pho, Cereal, Pasta, Fruit, Microwave and Dishwasher Safe\", \"asin\": \"B0D9PTJRXL\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"GNIEMCKIN Wooden Serving Platter, 8 x 8 Inch, Set of 5, Acacia Wood Tray, Perfect for Serving Charcuterie, Appetizers, Desserts, Dips, Sushi, Parties, Family Gatherings, Weddings, and Home Decor\", \"asin\": \"B0D4D7VWJ5\", \"price\": \"$36.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"OwnMy 3-Tier Fruit Basket Stand Decorative Iron Fruit Bowl, Metal Wire Fruit Holder Storage Trays Table Countertop Holder for Vegetables Bread Snack, Modern Fruit Bowls for Kitchen Home Use (Gold)\", \"asin\": \"B08YNQDT5W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 18 - 21 for Prime members\"},\n{\"title\": \"Divided Serving Tray with Lid and Handle Fruit Containers for Fridge Snack Box Container Divided Storage Box for Platters for Serving Food Outdoor Party Snack Cracker and Spice Organizer\", \"asin\": \"B0DGGDCJ6V\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"LEXA 12\\\" Handmade White Bamboo Wooden Fruit Bowl for Kitchen Counter - 130Oz Lightweight Large Bamboo Wooden Bowls for Food, Wooden Salad Bowl, Wood Bowls for food - Wooden Serving Bowl for Snacks\", \"asin\": \"B0BBQL4LNC\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Apr 19 - 22 for Prime members\"},\n{\"title\": \"LE TAUCI Pasta Bowls 32 oz, Salad Bowls Set for Serving Soup, Pasta, Noodle, Dinner, Large Kitchen Bowl Plates, Microwave Safe - 7.8 Inch, Set of 4, White\", \"asin\": \"B08F4GHM23\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"2 Tier Fruit Basket for Kitchen- Bamboo Fruit and Vegetable Storage Bowl Stand for Kitchen Countertop, Produce Basket Fruit Holder for Potato, Onion, Bread, Snack Storage\", \"asin\": \"B0B6ZV5VV5\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Ceramic Fruit Bowl, 10 Inch White Fruit Bowl For Kitchen Counter,White Pedestal Bowl for Decor,Decorative Fruit Bowl for Kitchen & Home Decor (Ceramic White)\", \"asin\": \"B0CFY36QTL\", \"price\": \"$31.97\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Chip and Dip Serving Set, 13.5\\\" Serving Platters and Trays, Appetizer Serving Tray, Divided Serving Tray, Party Serving Relish Trays and Platters, Lazy Susan Taco Bar, Lazy Susan Serving Platter\", \"asin\": \"B0CPD1MZ87\", \"price\": \"$52.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"DOWAN 360\\u00b0 Rotatable Serving Tray and Platters, 12 Inch Divided Serving Bowls for Party, Kitchen Decor, Removable Serving Dishes for Chips and Dip, Fruit, Veggies, Candy and Snacks, 7 Pieces, White\", \"asin\": \"B099RHFZDV\", \"price\": \"$37.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"3 Pack Divided Serving Tray, 13 Inch Unbreakable Chip and Dip Platter, Melamine Appetizer Serving Plate, 5 Sectional Party Snack Relish Tray for Serving Food, Nuts, Candy, Dried Fruit, Veggies\", \"asin\": \"B0C4SSVQSD\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Fruit Bowl for Kitchen Counter, Large Fruit Basket Morden Fruits Holder for Table Centerpiece Decorative Fruit Bowls Stainless Steel Fruit Stand Creative Home Decor Bread Vegetable Storage Organizer\", \"asin\": \"B08B3F97WX\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Colorful Woven Glass Fruit Bowls Set of 2 (2 colors). Decoration Old Fashioned Glass Plates. 10 inch Large Bowl Hand Painted Multicolor Salad Bowls. Suitable for Dessert, Candy, Snack & More.\", \"asin\": \"B0D2L5RHLS\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members Only 6 left in stock - order soon.\"},\n{\"title\": \"Folkulture Wooden Fruit Bowl for Kitchen Counter | 12\\\" Large Premium Banana Fruit Basket for Kitchen | Black Wood Bowl with Holder, Pedestal for Table Decor, Centerpiece for Dining Table\", \"asin\": \"B09TFGMVR8\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Divided Serving Tray with Lid and Handle, Rotating Snackle Boxes Container Spinner, Portable Snack Tray Organizer with Cutlery, 6 Compartment Veggie Fruit Charcuterie Platter for Travel Party Picnic\", \"asin\": \"B0DB82XCD1\", \"price\": \"$18.74\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 18 left in stock - order soon.\"},\n{\"title\": \"Fruit Basket, 2 Tier Bamboo Fruit Basket for Kitchen, 11\\\" Tall Fruit Stand Storage Holder, Heavy Duty/Large Capacity for Vegetables, Fruit, and Snack, 15 mm Thickness (Self-assembly)\", \"asin\": \"B09YJ7TSYM\", \"price\": \"$28.98\", \"delivery\": \"FREE delivery Apr 30 - May 14 for Prime members\"},\n{\"title\": \"Modern Farmhouse 2 Tier Fruit Basket for Kitchen Counter, Vintage Wire and Wooden Base Fruit Bowl / Stand for Kitchen countertop Decor - Double Tree Fruit & Vegetables Basket\", \"asin\": \"B0BLFMGBCK\", \"price\": \"$42.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Fruit Basket for Kitchen Counter 2 Pack, Fruit Plate Decorative Bowls with Draining Holes, Fruit and Vegetable Holders for Countertops, Home Decor Serving Dish Table Centerpiece Decoration\", \"asin\": \"B0B1B2BVSK\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery May 2 - 12 Or fastest delivery Apr 15 - 16 Only 9 left in stock - order soon.\"},\n{\"title\": \"Metal Wire Fruit Basket, Black Fruit Bowl for Kitchen Counter, Fruit Holder Stand Storage Baskets for Countertop, Home Decor, Table Centerpieces, Vegetable Bowls for Fruits, Veggies, Snacks (Black)\", \"asin\": \"B08HC5MVJ1\", \"price\": \"$14.87\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"Fruit Bowl for Kitchen Counter - 3 Tier Ceramic Serving Bowls with Metal Stand, Tiered Fruit Basket for Fruit Vegetable Storage, Snack, Nuts, Cake, Dessert, Small & Cute (Gold-Rimmed)\", \"asin\": \"B0D2573S3Z\", \"price\": \"$46.99\", \"delivery\": \"FREE delivery Apr 21 - 25 for Prime members\"},\n{\"title\": \"Ceramic Fruit Bowl or Decorative Pedestal Bowl for Table D\\u00e9cor, 10\\\" Fruit Basket for Kitchen Counter or Home Decor, Fruit & Vegetable Holder, Large Ceramic Fruit Bowl for Home Decorative Centerpiece\", \"asin\": \"B0CPSBC2CT\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"mwellewm 10 Pcs Round Plastic Appetizer Tray with Lid Divided Serving Tray, Disposable Food Storage Containers, Kids Snack, Fruit Platter Vegetable Trays for Party and Buffet\", \"asin\": \"B09TT7F77N\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Mascot Desktop Decoration Buddhist Utensils Religious Pray Sacrificial Supplies \\u9676\\u74f7\\u4f9b\\u76d8 \\u4f9b\\u4f5b\\u679c\\u76d8\\u4f5b\\u524d\\u6c34\\u679c\\u76d8 \\u5bb6\\u7528\\u4e0a\\u9999\\u83b2\\u82b1\\u9ad8\\u811a\\u8d21\\u76d8\\u4f9b\\u54c1\\u4f5b\\u5177\\u7528\\u54c1 1Pcs(\\u62db\\u8d22\\u6b3e6\\u5bf8\\u3010\\u9ec4\\u8272\\u3011)\", \"asin\": \"B0C9LPVDCF\", \"price\": \"$49.42\", \"delivery\": \"$4.99 delivery May 5 - 14\"},\n{\"title\": \"Decor Metal Fruit Bowl, Modern Kitchen Fruit Basket, Large Round Kitchen Basket, for Fruit, Vegetable, Bread, Candy and Nut - Gold\", \"asin\": \"B099NQK8W7\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Thcbme 2024\\u9ad8\\u7aef\\u65f6\\u5c1a\\u6c34\\u679c\\u76d8\\u5927\\u53f7\\u6c34\\u6676\\u73bb\\u7483\\u76d8\\u5bb6\\u7528\\u5ba2\\u5385\\u8336\\u51e0\\u6c99\\u62c9\\u76d8\\u5b50\\u8f7b\\u5962/Plates and Bowls Set, Safety for Microwave & Dishwasher,/30.5CM\\u95ea\\u70c1\\u534a\\u900f\\u660e\\u73bb\\u7483\\u515c\", \"asin\": \"B0DMJZXB5H\", \"price\": \"$149.09\", \"delivery\": \"FREE delivery Apr 30 - May 12\"},\n{\"title\": \"\\u61d2\\u4eba\\u55d1\\u74dc\\u5b50\\u795e\\u5668\\u5403\\u74dc\\u5b50\\u5ba2\\u5385\\u5e8a\\u4e0a\\u6c34\\u679c\\u76d8\\u5bb6\\u7528\\u7cd6\\u679c\\u521b\\u610f\\u96f6\\u98df\\u5e72\\u679c\\u76d8 Household Cleaning\\uff0cKitchen Storage Essentials\", \"asin\": \"B0DZ12VCK8\", \"price\": \"$34.92\", \"delivery\": \"FREE delivery May 7 - 16\"},\n{\"title\": \"MYOSOTIS Foldable Fruit Basket Gift Bamboo Fruit and Veggie Basket,Fruit Bowl Holder Dried Fruit Basket For Christmas decorations Holiday Party Mom Gifts (Apple)\", \"asin\": \"B07SKP4NWM\", \"price\": \"$20.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Thcbme \\u73bb\\u7483\\u679c\\u76d8\\u9ad8\\u8db3\\u76d8\\u5b50\\u6258\\u76d8\\u6446\\u76d8\\u5bb6\\u7528\\u8f7b\\u5962\\u9152\\u5e97\\u70b9\\u5fc3\\u7cd6\\u679c\\u76d8\\u7cd5\\u70b9\\u76d8/Home Buffet Porcelain Chip Plates/Dinnerware Plates, Bowls,/\\u9ad8\\u8db3\\u7ad6\\u6761\\u7eb9\\u73bb\\u7483\\u679c\\u76d8\", \"asin\": \"B0DMLCXS93\", \"price\": \"$63.69\", \"delivery\": \"FREE delivery Apr 30 - May 12\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:06:10.554Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:06:13.487Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:06:13.487Z
|
click
|
nav_bar
|
rule
|
train
| 137 |
2025-04-14T05:06:13.487Z
|
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": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"}
{"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"}
{"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"}
{"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"}
{"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:06:13.487Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-14T05:06:13.487Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:06:13.487Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 137,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:06:13.487Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T06:06:34.325Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T06:06:34.325Z
|
input
|
lenovo legion r7000p 2021H battery
|
rule
|
train
| 138 |
2025-04-14T06:06:34.325Z
|
input
|
lenovo legion r7000p 2021H battery
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"}
{"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"}
{"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"}
{"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"}
{"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T06:06:34.325Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-14T06:06:34.325Z\",\"action\": \"input\",\"acion_argument\": \"lenovo legion r7000p 2021H battery\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T06:06:34.325Z\",\"action\": \"input\",\"acion_argument\": \"lenovo legion r7000p 2021H battery\",}</answer>",
"index": 138,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T06:06:34.325Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"lenovo legion r7000p 2021H battery\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T06:06:34.570Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T06:06:34.570Z
|
click
|
search
|
rule
|
train
| 139 |
2025-04-14T06:06:34.570Z
|
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": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"}
{"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"}
{"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"}
{"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"}
{"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "lenovo legion r7000p 2021H battery"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T06:06:34.570Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-14T06:06:34.570Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T06:06:34.570Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 139,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"lenovo legion r7000p 2021H battery\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T06:06:34.570Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"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\": \"lenovo legion r7000p 2021H battery\"}],\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\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"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\": \"$20.99\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$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\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"65W AC Laptop Charger for Lenovo IdeaPad Flex 3 5 14iwl Series l340 S340 510s 120s S145 110 110s 130s 330S 510 Laptop Adapter Power Supply Cord\", \"asin\": \"B07ZRBTLRN\"},\n{\"title\": \"LQM\\u00ae New VV0NF Laptop Battery for Dell Latitude E5540 E5440 0M7T5F F49WX NVWGM 0K8HC 1N9C0 7W6K0 CXF66 WGCW6 [11.1V 65Wh]\", \"asin\": \"B01F4OOFL6\"}],\n\"search_results\": [{\"title\": \"Dentsing L17M3PG1 L17L3PG1 L17C3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y540 Y545-PG0 Y740-15IRH Y740-15ICHG Legion Y7000 2019 1050 PG0 Y7000P-1060 Series L17M3PG3 11.25V/52.5Wh\", \"asin\": \"B07QX7XHC9\", \"price\": \"$41.74\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"L17M3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y7000 2019 1050 Y7000-2019-PG0 Y540-15IRH-PG0 Y7000P Series Notebook L17L3PG1 L17M3PG3 L17C3PG1 11.25V 52.5Wh\", \"asin\": \"B083LQHCZL\", \"price\": \"$42.74\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"ZTHY L20C4PC0 L20D4PC0 Laptop Battery Replacement for Lenovo Legion 5-15ACH6 5-15ACH6A 5-15ACH6H 5-15IAH7 5-15IAH7H 5-15ITH6 5-15ITH6H Ideapad Gaming 3-15ACH6 Series L20L4PC0 L20M4PC0 15.36V 60Wh\", \"asin\": \"B0DC6S2X9B\", \"price\": \"$42.22\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"ZAHARA CR2016 CMOS Battery for Lenovo Legion 5-15 Legion 5-17 Legion 5P-15 Legion 5 Pro-16 Legion Pro 7-16 Legion 7-16 Slim 7 Prox 14 Legion Slim 5-14 5B10S34077 5B10S34078 GC000000M00 GC000000N00\", \"asin\": \"B0D8BL99TH\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"L14M3P24 L14S3P24 Laptop Battery Compatible with Lenovo Legion Y520-15IKBA Y520-15IKBM Y520-15IKBN IdeaPad Y700-14ISK 700-15ISK 700-17ISK Series L14M3P24 L14S3P24 5B10H41181 L16M3P24 45Wh 11.25V\", \"asin\": \"B084G1WFBM\", \"price\": \"$43.74\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM Only 12 left in stock - order soon.\"},\n{\"title\": \"Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y7000 2019 1050 Y7000-2019-PG0 Y540-15IRH-PG0 Y540-17IRH-PG0 Y7000P Series Notebook L17L3PG1 L17M3PG3 L17C3PG1 L17M3PG1\", \"asin\": \"B0D8KPJQ8R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"L14M3P24 5B10H41181 5B10H41180 Laptop Battery Replacement for Lenovo IdeaPad Y700-14ISK 700-15ISK Legion Y520-15IKBA Y520-15IKBM Y520-15IKBN Series L14S3P24 L16S3P24 L16M3P24 11.1V 45Wh\", \"asin\": \"B0728MYQYP\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"L22M4PA0 Laptop Battery Replacement for Lenovo Legion Slim 5 16APH8 16IRH8 LOQ 15APH8 15IRH8 16APH8 16IRH8 IdeaPad 1 15IAU7 Series SB11K38532 5B11K38526 L22B4PA0 L22X4PA0 L22D4PA0 15.44V 60Wh\", \"asin\": \"B0CSD9VY1Q\", \"price\": \"$58.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 18 left in stock - order soon.\"},\n{\"title\": \"L22M4PC1 Laptop Battery Replacement for Lenovo Legion Pro 7 16IRX8 16IRX8H Series Notebook SB11K38958 5B11K38950 L22D4PC1 SB11K38962 5B11K38957 Black 15.52V 99.9Wh 6440mAh\", \"asin\": \"B0CDPRM1F7\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 8 left in stock - order soon.\"},\n{\"title\": \"ASODI L17M3PG1 Laptop Battery Compatible with Legion Y530-15ICH Y545-PG0 Y540-15IRH Y7000P Y7000 Y7000-2019-PG Series L17C3PG1 L17L3PG1 L17M3PG2 L17C3PG2 11.34V 52.5Wh 4630mAh\", \"asin\": \"B09PH8TQHQ\", \"price\": \"$41.74\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"L17C3PG2 Battery Compatible with Lenovo Legion Y7000 Y7000-1060 Y7000P Y530 Y530-15ICH Y540 Y730 Y740 Y740-15ICH Series Notebook L17M3PG2 L17M3PG1 L17C3PG1 L17L3PG1 L17M3PG3\", \"asin\": \"B0CLNXDC7M\", \"price\": \"$29.93\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 16 left in stock - order soon.\"},\n{\"title\": \"ANTIEE L20C4PC1 L20D4PC1 L20M4PC1 Laptop Battery for Lenovo Legion 5 Pro-16ACH6 16ACH6H 16ITH6H 16ITH6 Legion 5-15ITH6 15ITH6H 15ACH6A 15ACH6 15ACH6H Legion 7-16ITHg6 16ACHg6 Series 15.36V 80Wh\", \"asin\": \"B0CDFQJZV8\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 2 left in stock - order soon.\"},\n{\"title\": \"ANTIEE L19C4PC3 L19M4PC3 Laptop Battery Replacement for Lenovo Legion S7-15IMH5 82BC S7-15ARH5 82HM, Legion Y9000 R9000X 2021 Series Notebook SB10Z49582 5B10Z49583 SB10Z49580 5B10Z49581 71Wh 4623mAh\", \"asin\": \"B0CKXB55H9\", \"price\": \"$45.88\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"L21M4PE1 Laptop Battery Replacement for Lenovo Legion S7 16IAH7 82TF, Legion S7 16ARHA7 82UG, Yoga 7 16IAH7 82UF Series L21C4PE1 L21B4PE1 15.52V 99.99Wh 6443mAh\", \"asin\": \"B0D5L1SVHC\", \"price\": \"$45.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members Only 7 left in stock - order soon.\"},\n{\"title\": \"ANTIEE 71WH L20M4PD3 L20L4PD3 Laptop Battery for Lenovo Legion S7-15ACH6 82K8 S7-16IAH7 82TF S7-16ARHA7 82UG,Slim 7 15ACH6 82K8 Gen 6 (15 inch) Gaming,ThinkBook 16p Gen 2 R9000X 2021R 20YM G3 ARH 21EK\", \"asin\": \"B0CR3LZXRK\", \"price\": \"$41.33\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members Only 4 left in stock - order soon.\"},\n{\"title\": \"ASODI L20C4PC1 Laptop Battery Compatible with Lenovo Legion 5 Pro-16ACH6 16ACH6H 16ITH6 16ITH6H Legion 7-16ITHg6 16ACHg6 Legion 5-15ITH6 15ITH6H 15ACH6 15ACH6A 15ACH6H Series L20D4PC1 L20M4PC1\", \"asin\": \"B0B15BD2F7\", \"price\": \"$45.74\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 20 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\": \"2025-04-14T06:06:49.552Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T06:06:49.552Z
|
click_product
|
B07QX7XHC9
|
rule
|
train
| 140 |
2025-04-14T06:06:49.552Z
|
click_product
|
B07QX7XHC9
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"}
{"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"}
{"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"}
{"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"}
{"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "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": "lenovo legion r7000p 2021H battery"}],
"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": "$207.99", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "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": "$20.99", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$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": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"ads": [{"title": "65W AC Laptop Charger for Lenovo IdeaPad Flex 3 5 14iwl Series l340 S340 510s 120s S145 110 110s 130s 330S 510 Laptop Adapter Power Supply Cord", "asin": "B07ZRBTLRN"},
{"title": "LQM\u00ae New VV0NF Laptop Battery for Dell Latitude E5540 E5440 0M7T5F F49WX NVWGM 0K8HC 1N9C0 7W6K0 CXF66 WGCW6 [11.1V 65Wh]", "asin": "B01F4OOFL6"}],
"search_results": [{"title": "Dentsing L17M3PG1 L17L3PG1 L17C3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y540 Y545-PG0 Y740-15IRH Y740-15ICHG Legion Y7000 2019 1050 PG0 Y7000P-1060 Series L17M3PG3 11.25V/52.5Wh", "asin": "B07QX7XHC9", "price": "$41.74", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "L17M3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y7000 2019 1050 Y7000-2019-PG0 Y540-15IRH-PG0 Y7000P Series Notebook L17L3PG1 L17M3PG3 L17C3PG1 11.25V 52.5Wh", "asin": "B083LQHCZL", "price": "$42.74", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "ZTHY L20C4PC0 L20D4PC0 Laptop Battery Replacement for Lenovo Legion 5-15ACH6 5-15ACH6A 5-15ACH6H 5-15IAH7 5-15IAH7H 5-15ITH6 5-15ITH6H Ideapad Gaming 3-15ACH6 Series L20L4PC0 L20M4PC0 15.36V 60Wh", "asin": "B0DC6S2X9B", "price": "$42.22", "delivery": "FREE delivery Thu, Apr 17 for Prime members Only 2 left in stock - order soon."},
{"title": "ZAHARA CR2016 CMOS Battery for Lenovo Legion 5-15 Legion 5-17 Legion 5P-15 Legion 5 Pro-16 Legion Pro 7-16 Legion 7-16 Slim 7 Prox 14 Legion Slim 5-14 5B10S34077 5B10S34078 GC000000M00 GC000000N00", "asin": "B0D8BL99TH", "price": "$12.99", "delivery": "FREE delivery Thu, Apr 17 for Prime members Only 2 left in stock - order soon."},
{"title": "L14M3P24 L14S3P24 Laptop Battery Compatible with Lenovo Legion Y520-15IKBA Y520-15IKBM Y520-15IKBN IdeaPad Y700-14ISK 700-15ISK 700-17ISK Series L14M3P24 L14S3P24 5B10H41181 L16M3P24 45Wh 11.25V", "asin": "B084G1WFBM", "price": "$43.74", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM Only 12 left in stock - order soon."},
{"title": "Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y7000 2019 1050 Y7000-2019-PG0 Y540-15IRH-PG0 Y540-17IRH-PG0 Y7000P Series Notebook L17L3PG1 L17M3PG3 L17C3PG1 L17M3PG1", "asin": "B0D8KPJQ8R", "price": "$35.99", "delivery": "FREE delivery Thu, Apr 17 for Prime members"},
{"title": "L14M3P24 5B10H41181 5B10H41180 Laptop Battery Replacement for Lenovo IdeaPad Y700-14ISK 700-15ISK Legion Y520-15IKBA Y520-15IKBM Y520-15IKBN Series L14S3P24 L16S3P24 L16M3P24 11.1V 45Wh", "asin": "B0728MYQYP", "price": "$38.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "L22M4PA0 Laptop Battery Replacement for Lenovo Legion Slim 5 16APH8 16IRH8 LOQ 15APH8 15IRH8 16APH8 16IRH8 IdeaPad 1 15IAU7 Series SB11K38532 5B11K38526 L22B4PA0 L22X4PA0 L22D4PA0 15.44V 60Wh", "asin": "B0CSD9VY1Q", "price": "$58.99", "delivery": "FREE delivery Wed, Apr 16 Only 18 left in stock - order soon."},
{"title": "L22M4PC1 Laptop Battery Replacement for Lenovo Legion Pro 7 16IRX8 16IRX8H Series Notebook SB11K38958 5B11K38950 L22D4PC1 SB11K38962 5B11K38957 Black 15.52V 99.9Wh 6440mAh", "asin": "B0CDPRM1F7", "price": "$69.99", "delivery": "FREE delivery Wed, Apr 16 Only 8 left in stock - order soon."},
{"title": "ASODI L17M3PG1 Laptop Battery Compatible with Legion Y530-15ICH Y545-PG0 Y540-15IRH Y7000P Y7000 Y7000-2019-PG Series L17C3PG1 L17L3PG1 L17M3PG2 L17C3PG2 11.34V 52.5Wh 4630mAh", "asin": "B09PH8TQHQ", "price": "$41.74", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "L17C3PG2 Battery Compatible with Lenovo Legion Y7000 Y7000-1060 Y7000P Y530 Y530-15ICH Y540 Y730 Y740 Y740-15ICH Series Notebook L17M3PG2 L17M3PG1 L17C3PG1 L17L3PG1 L17M3PG3", "asin": "B0CLNXDC7M", "price": "$29.93", "delivery": "FREE delivery Wed, Apr 16 Only 16 left in stock - order soon."},
{"title": "ANTIEE L20C4PC1 L20D4PC1 L20M4PC1 Laptop Battery for Lenovo Legion 5 Pro-16ACH6 16ACH6H 16ITH6H 16ITH6 Legion 5-15ITH6 15ITH6H 15ACH6A 15ACH6 15ACH6H Legion 7-16ITHg6 16ACHg6 Series 15.36V 80Wh", "asin": "B0CDFQJZV8", "price": "$49.99", "delivery": " Two-Day FREE delivery Tue, Apr 15 Only 2 left in stock - order soon."},
{"title": "ANTIEE L19C4PC3 L19M4PC3 Laptop Battery Replacement for Lenovo Legion S7-15IMH5 82BC S7-15ARH5 82HM, Legion Y9000 R9000X 2021 Series Notebook SB10Z49582 5B10Z49583 SB10Z49580 5B10Z49581 71Wh 4623mAh", "asin": "B0CKXB55H9", "price": "$45.88", "delivery": "FREE delivery Thu, Apr 17 for Prime members Only 1 left in stock - order soon."},
{"title": "L21M4PE1 Laptop Battery Replacement for Lenovo Legion S7 16IAH7 82TF, Legion S7 16ARHA7 82UG, Yoga 7 16IAH7 82UF Series L21C4PE1 L21B4PE1 15.52V 99.99Wh 6443mAh", "asin": "B0D5L1SVHC", "price": "$45.99", "delivery": "FREE delivery Fri, Apr 18 for Prime members Only 7 left in stock - order soon."},
{"title": "ANTIEE 71WH L20M4PD3 L20L4PD3 Laptop Battery for Lenovo Legion S7-15ACH6 82K8 S7-16IAH7 82TF S7-16ARHA7 82UG,Slim 7 15ACH6 82K8 Gen 6 (15 inch) Gaming,ThinkBook 16p Gen 2 R9000X 2021R 20YM G3 ARH 21EK", "asin": "B0CR3LZXRK", "price": "$41.33", "delivery": "FREE delivery Sat, Apr 19 for Prime members Only 4 left in stock - order soon."},
{"title": "ASODI L20C4PC1 Laptop Battery Compatible with Lenovo Legion 5 Pro-16ACH6 16ACH6H 16ITH6 16ITH6H Legion 7-16ITHg6 16ACHg6 Legion 5-15ITH6 15ITH6H 15ACH6 15ACH6A 15ACH6H Series L20D4PC1 L20M4PC1", "asin": "B0B15BD2F7", "price": "$45.74", "delivery": " Two-Day FREE delivery Tue, Apr 15 Only 20 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": "2025-04-14T06:06:49.552Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-14T06:06:49.552Z\",\"action\": \"click_product\",\"acion_argument\": \"B07QX7XHC9\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T06:06:49.552Z\",\"action\": \"click_product\",\"acion_argument\": \"B07QX7XHC9\",}</answer>",
"index": 140,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"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\": \"lenovo legion r7000p 2021H battery\"}],\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\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"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\": \"$20.99\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$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\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"65W AC Laptop Charger for Lenovo IdeaPad Flex 3 5 14iwl Series l340 S340 510s 120s S145 110 110s 130s 330S 510 Laptop Adapter Power Supply Cord\", \"asin\": \"B07ZRBTLRN\"},\n{\"title\": \"LQM\\u00ae New VV0NF Laptop Battery for Dell Latitude E5540 E5440 0M7T5F F49WX NVWGM 0K8HC 1N9C0 7W6K0 CXF66 WGCW6 [11.1V 65Wh]\", \"asin\": \"B01F4OOFL6\"}],\n\"search_results\": [{\"title\": \"Dentsing L17M3PG1 L17L3PG1 L17C3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y540 Y545-PG0 Y740-15IRH Y740-15ICHG Legion Y7000 2019 1050 PG0 Y7000P-1060 Series L17M3PG3 11.25V/52.5Wh\", \"asin\": \"B07QX7XHC9\", \"price\": \"$41.74\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"L17M3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y7000 2019 1050 Y7000-2019-PG0 Y540-15IRH-PG0 Y7000P Series Notebook L17L3PG1 L17M3PG3 L17C3PG1 11.25V 52.5Wh\", \"asin\": \"B083LQHCZL\", \"price\": \"$42.74\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"ZTHY L20C4PC0 L20D4PC0 Laptop Battery Replacement for Lenovo Legion 5-15ACH6 5-15ACH6A 5-15ACH6H 5-15IAH7 5-15IAH7H 5-15ITH6 5-15ITH6H Ideapad Gaming 3-15ACH6 Series L20L4PC0 L20M4PC0 15.36V 60Wh\", \"asin\": \"B0DC6S2X9B\", \"price\": \"$42.22\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"ZAHARA CR2016 CMOS Battery for Lenovo Legion 5-15 Legion 5-17 Legion 5P-15 Legion 5 Pro-16 Legion Pro 7-16 Legion 7-16 Slim 7 Prox 14 Legion Slim 5-14 5B10S34077 5B10S34078 GC000000M00 GC000000N00\", \"asin\": \"B0D8BL99TH\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"L14M3P24 L14S3P24 Laptop Battery Compatible with Lenovo Legion Y520-15IKBA Y520-15IKBM Y520-15IKBN IdeaPad Y700-14ISK 700-15ISK 700-17ISK Series L14M3P24 L14S3P24 5B10H41181 L16M3P24 45Wh 11.25V\", \"asin\": \"B084G1WFBM\", \"price\": \"$43.74\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM Only 12 left in stock - order soon.\"},\n{\"title\": \"Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y7000 2019 1050 Y7000-2019-PG0 Y540-15IRH-PG0 Y540-17IRH-PG0 Y7000P Series Notebook L17L3PG1 L17M3PG3 L17C3PG1 L17M3PG1\", \"asin\": \"B0D8KPJQ8R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"L14M3P24 5B10H41181 5B10H41180 Laptop Battery Replacement for Lenovo IdeaPad Y700-14ISK 700-15ISK Legion Y520-15IKBA Y520-15IKBM Y520-15IKBN Series L14S3P24 L16S3P24 L16M3P24 11.1V 45Wh\", \"asin\": \"B0728MYQYP\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"L22M4PA0 Laptop Battery Replacement for Lenovo Legion Slim 5 16APH8 16IRH8 LOQ 15APH8 15IRH8 16APH8 16IRH8 IdeaPad 1 15IAU7 Series SB11K38532 5B11K38526 L22B4PA0 L22X4PA0 L22D4PA0 15.44V 60Wh\", \"asin\": \"B0CSD9VY1Q\", \"price\": \"$58.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 18 left in stock - order soon.\"},\n{\"title\": \"L22M4PC1 Laptop Battery Replacement for Lenovo Legion Pro 7 16IRX8 16IRX8H Series Notebook SB11K38958 5B11K38950 L22D4PC1 SB11K38962 5B11K38957 Black 15.52V 99.9Wh 6440mAh\", \"asin\": \"B0CDPRM1F7\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 8 left in stock - order soon.\"},\n{\"title\": \"ASODI L17M3PG1 Laptop Battery Compatible with Legion Y530-15ICH Y545-PG0 Y540-15IRH Y7000P Y7000 Y7000-2019-PG Series L17C3PG1 L17L3PG1 L17M3PG2 L17C3PG2 11.34V 52.5Wh 4630mAh\", \"asin\": \"B09PH8TQHQ\", \"price\": \"$41.74\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"L17C3PG2 Battery Compatible with Lenovo Legion Y7000 Y7000-1060 Y7000P Y530 Y530-15ICH Y540 Y730 Y740 Y740-15ICH Series Notebook L17M3PG2 L17M3PG1 L17C3PG1 L17L3PG1 L17M3PG3\", \"asin\": \"B0CLNXDC7M\", \"price\": \"$29.93\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 16 left in stock - order soon.\"},\n{\"title\": \"ANTIEE L20C4PC1 L20D4PC1 L20M4PC1 Laptop Battery for Lenovo Legion 5 Pro-16ACH6 16ACH6H 16ITH6H 16ITH6 Legion 5-15ITH6 15ITH6H 15ACH6A 15ACH6 15ACH6H Legion 7-16ITHg6 16ACHg6 Series 15.36V 80Wh\", \"asin\": \"B0CDFQJZV8\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 2 left in stock - order soon.\"},\n{\"title\": \"ANTIEE L19C4PC3 L19M4PC3 Laptop Battery Replacement for Lenovo Legion S7-15IMH5 82BC S7-15ARH5 82HM, Legion Y9000 R9000X 2021 Series Notebook SB10Z49582 5B10Z49583 SB10Z49580 5B10Z49581 71Wh 4623mAh\", \"asin\": \"B0CKXB55H9\", \"price\": \"$45.88\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"L21M4PE1 Laptop Battery Replacement for Lenovo Legion S7 16IAH7 82TF, Legion S7 16ARHA7 82UG, Yoga 7 16IAH7 82UF Series L21C4PE1 L21B4PE1 15.52V 99.99Wh 6443mAh\", \"asin\": \"B0D5L1SVHC\", \"price\": \"$45.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members Only 7 left in stock - order soon.\"},\n{\"title\": \"ANTIEE 71WH L20M4PD3 L20L4PD3 Laptop Battery for Lenovo Legion S7-15ACH6 82K8 S7-16IAH7 82TF S7-16ARHA7 82UG,Slim 7 15ACH6 82K8 Gen 6 (15 inch) Gaming,ThinkBook 16p Gen 2 R9000X 2021R 20YM G3 ARH 21EK\", \"asin\": \"B0CR3LZXRK\", \"price\": \"$41.33\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members Only 4 left in stock - order soon.\"},\n{\"title\": \"ASODI L20C4PC1 Laptop Battery Compatible with Lenovo Legion 5 Pro-16ACH6 16ACH6H 16ITH6 16ITH6H Legion 7-16ITHg6 16ACHg6 Legion 5-15ITH6 15ITH6H 15ACH6 15ACH6A 15ACH6H Series L20D4PC1 L20M4PC1\", \"asin\": \"B0B15BD2F7\", \"price\": \"$45.74\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 20 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\": \"2025-04-14T06:06:49.552Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"lenovo legion r7000p 2021H battery\"}],\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\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"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\": \"$20.99\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$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\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"65W AC Laptop Charger for Lenovo IdeaPad Flex 3 5 14iwl Series l340 S340 510s 120s S145 110 110s 130s 330S 510 Laptop Adapter Power Supply Cord\", \"asin\": \"B07ZRBTLRN\"},\n{\"title\": \"LQM\\u00ae New VV0NF Laptop Battery for Dell Latitude E5540 E5440 0M7T5F F49WX NVWGM 0K8HC 1N9C0 7W6K0 CXF66 WGCW6 [11.1V 65Wh]\", \"asin\": \"B01F4OOFL6\"}],\n\"search_results\": [{\"title\": \"Dentsing L17M3PG1 L17L3PG1 L17C3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y540 Y545-PG0 Y740-15IRH Y740-15ICHG Legion Y7000 2019 1050 PG0 Y7000P-1060 Series L17M3PG3 11.25V/52.5Wh\", \"asin\": \"B07QX7XHC9\", \"price\": \"$41.74\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"L17M3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y7000 2019 1050 Y7000-2019-PG0 Y540-15IRH-PG0 Y7000P Series Notebook L17L3PG1 L17M3PG3 L17C3PG1 11.25V 52.5Wh\", \"asin\": \"B083LQHCZL\", \"price\": \"$42.74\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"ZTHY L20C4PC0 L20D4PC0 Laptop Battery Replacement for Lenovo Legion 5-15ACH6 5-15ACH6A 5-15ACH6H 5-15IAH7 5-15IAH7H 5-15ITH6 5-15ITH6H Ideapad Gaming 3-15ACH6 Series L20L4PC0 L20M4PC0 15.36V 60Wh\", \"asin\": \"B0DC6S2X9B\", \"price\": \"$42.22\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"ZAHARA CR2016 CMOS Battery for Lenovo Legion 5-15 Legion 5-17 Legion 5P-15 Legion 5 Pro-16 Legion Pro 7-16 Legion 7-16 Slim 7 Prox 14 Legion Slim 5-14 5B10S34077 5B10S34078 GC000000M00 GC000000N00\", \"asin\": \"B0D8BL99TH\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"L14M3P24 L14S3P24 Laptop Battery Compatible with Lenovo Legion Y520-15IKBA Y520-15IKBM Y520-15IKBN IdeaPad Y700-14ISK 700-15ISK 700-17ISK Series L14M3P24 L14S3P24 5B10H41181 L16M3P24 45Wh 11.25V\", \"asin\": \"B084G1WFBM\", \"price\": \"$43.74\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM Only 12 left in stock - order soon.\"},\n{\"title\": \"Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y7000 2019 1050 Y7000-2019-PG0 Y540-15IRH-PG0 Y540-17IRH-PG0 Y7000P Series Notebook L17L3PG1 L17M3PG3 L17C3PG1 L17M3PG1\", \"asin\": \"B0D8KPJQ8R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"L14M3P24 5B10H41181 5B10H41180 Laptop Battery Replacement for Lenovo IdeaPad Y700-14ISK 700-15ISK Legion Y520-15IKBA Y520-15IKBM Y520-15IKBN Series L14S3P24 L16S3P24 L16M3P24 11.1V 45Wh\", \"asin\": \"B0728MYQYP\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"L22M4PA0 Laptop Battery Replacement for Lenovo Legion Slim 5 16APH8 16IRH8 LOQ 15APH8 15IRH8 16APH8 16IRH8 IdeaPad 1 15IAU7 Series SB11K38532 5B11K38526 L22B4PA0 L22X4PA0 L22D4PA0 15.44V 60Wh\", \"asin\": \"B0CSD9VY1Q\", \"price\": \"$58.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 18 left in stock - order soon.\"},\n{\"title\": \"L22M4PC1 Laptop Battery Replacement for Lenovo Legion Pro 7 16IRX8 16IRX8H Series Notebook SB11K38958 5B11K38950 L22D4PC1 SB11K38962 5B11K38957 Black 15.52V 99.9Wh 6440mAh\", \"asin\": \"B0CDPRM1F7\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 8 left in stock - order soon.\"},\n{\"title\": \"ASODI L17M3PG1 Laptop Battery Compatible with Legion Y530-15ICH Y545-PG0 Y540-15IRH Y7000P Y7000 Y7000-2019-PG Series L17C3PG1 L17L3PG1 L17M3PG2 L17C3PG2 11.34V 52.5Wh 4630mAh\", \"asin\": \"B09PH8TQHQ\", \"price\": \"$41.74\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"L17C3PG2 Battery Compatible with Lenovo Legion Y7000 Y7000-1060 Y7000P Y530 Y530-15ICH Y540 Y730 Y740 Y740-15ICH Series Notebook L17M3PG2 L17M3PG1 L17C3PG1 L17L3PG1 L17M3PG3\", \"asin\": \"B0CLNXDC7M\", \"price\": \"$29.93\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 16 left in stock - order soon.\"},\n{\"title\": \"ANTIEE L20C4PC1 L20D4PC1 L20M4PC1 Laptop Battery for Lenovo Legion 5 Pro-16ACH6 16ACH6H 16ITH6H 16ITH6 Legion 5-15ITH6 15ITH6H 15ACH6A 15ACH6 15ACH6H Legion 7-16ITHg6 16ACHg6 Series 15.36V 80Wh\", \"asin\": \"B0CDFQJZV8\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 2 left in stock - order soon.\"},\n{\"title\": \"ANTIEE L19C4PC3 L19M4PC3 Laptop Battery Replacement for Lenovo Legion S7-15IMH5 82BC S7-15ARH5 82HM, Legion Y9000 R9000X 2021 Series Notebook SB10Z49582 5B10Z49583 SB10Z49580 5B10Z49581 71Wh 4623mAh\", \"asin\": \"B0CKXB55H9\", \"price\": \"$45.88\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"L21M4PE1 Laptop Battery Replacement for Lenovo Legion S7 16IAH7 82TF, Legion S7 16ARHA7 82UG, Yoga 7 16IAH7 82UF Series L21C4PE1 L21B4PE1 15.52V 99.99Wh 6443mAh\", \"asin\": \"B0D5L1SVHC\", \"price\": \"$45.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members Only 7 left in stock - order soon.\"},\n{\"title\": \"ANTIEE 71WH L20M4PD3 L20L4PD3 Laptop Battery for Lenovo Legion S7-15ACH6 82K8 S7-16IAH7 82TF S7-16ARHA7 82UG,Slim 7 15ACH6 82K8 Gen 6 (15 inch) Gaming,ThinkBook 16p Gen 2 R9000X 2021R 20YM G3 ARH 21EK\", \"asin\": \"B0CR3LZXRK\", \"price\": \"$41.33\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members Only 4 left in stock - order soon.\"},\n{\"title\": \"ASODI L20C4PC1 Laptop Battery Compatible with Lenovo Legion 5 Pro-16ACH6 16ACH6H 16ITH6 16ITH6H Legion 7-16ITHg6 16ACHg6 Legion 5-15ITH6 15ITH6H 15ACH6 15ACH6A 15ACH6H Series L20D4PC1 L20M4PC1\", \"asin\": \"B0B15BD2F7\", \"price\": \"$45.74\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 20 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\": \"2025-04-14T06:07:11.296Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T06:07:11.296Z
|
click
|
search
|
rule
|
train
| 141 |
2025-04-14T06:07:11.296Z
|
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": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"}
{"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"}
{"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"}
{"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"}
{"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "lenovo legion r7000p 2021H battery"}],
"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": "$207.99", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "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": "$20.99", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$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": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"ads": [{"title": "65W AC Laptop Charger for Lenovo IdeaPad Flex 3 5 14iwl Series l340 S340 510s 120s S145 110 110s 130s 330S 510 Laptop Adapter Power Supply Cord", "asin": "B07ZRBTLRN"},
{"title": "LQM\u00ae New VV0NF Laptop Battery for Dell Latitude E5540 E5440 0M7T5F F49WX NVWGM 0K8HC 1N9C0 7W6K0 CXF66 WGCW6 [11.1V 65Wh]", "asin": "B01F4OOFL6"}],
"search_results": [{"title": "Dentsing L17M3PG1 L17L3PG1 L17C3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y540 Y545-PG0 Y740-15IRH Y740-15ICHG Legion Y7000 2019 1050 PG0 Y7000P-1060 Series L17M3PG3 11.25V/52.5Wh", "asin": "B07QX7XHC9", "price": "$41.74", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "L17M3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y7000 2019 1050 Y7000-2019-PG0 Y540-15IRH-PG0 Y7000P Series Notebook L17L3PG1 L17M3PG3 L17C3PG1 11.25V 52.5Wh", "asin": "B083LQHCZL", "price": "$42.74", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "ZTHY L20C4PC0 L20D4PC0 Laptop Battery Replacement for Lenovo Legion 5-15ACH6 5-15ACH6A 5-15ACH6H 5-15IAH7 5-15IAH7H 5-15ITH6 5-15ITH6H Ideapad Gaming 3-15ACH6 Series L20L4PC0 L20M4PC0 15.36V 60Wh", "asin": "B0DC6S2X9B", "price": "$42.22", "delivery": "FREE delivery Thu, Apr 17 for Prime members Only 2 left in stock - order soon."},
{"title": "ZAHARA CR2016 CMOS Battery for Lenovo Legion 5-15 Legion 5-17 Legion 5P-15 Legion 5 Pro-16 Legion Pro 7-16 Legion 7-16 Slim 7 Prox 14 Legion Slim 5-14 5B10S34077 5B10S34078 GC000000M00 GC000000N00", "asin": "B0D8BL99TH", "price": "$12.99", "delivery": "FREE delivery Thu, Apr 17 for Prime members Only 2 left in stock - order soon."},
{"title": "L14M3P24 L14S3P24 Laptop Battery Compatible with Lenovo Legion Y520-15IKBA Y520-15IKBM Y520-15IKBN IdeaPad Y700-14ISK 700-15ISK 700-17ISK Series L14M3P24 L14S3P24 5B10H41181 L16M3P24 45Wh 11.25V", "asin": "B084G1WFBM", "price": "$43.74", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM Only 12 left in stock - order soon."},
{"title": "Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y7000 2019 1050 Y7000-2019-PG0 Y540-15IRH-PG0 Y540-17IRH-PG0 Y7000P Series Notebook L17L3PG1 L17M3PG3 L17C3PG1 L17M3PG1", "asin": "B0D8KPJQ8R", "price": "$35.99", "delivery": "FREE delivery Thu, Apr 17 for Prime members"},
{"title": "L14M3P24 5B10H41181 5B10H41180 Laptop Battery Replacement for Lenovo IdeaPad Y700-14ISK 700-15ISK Legion Y520-15IKBA Y520-15IKBM Y520-15IKBN Series L14S3P24 L16S3P24 L16M3P24 11.1V 45Wh", "asin": "B0728MYQYP", "price": "$38.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "L22M4PA0 Laptop Battery Replacement for Lenovo Legion Slim 5 16APH8 16IRH8 LOQ 15APH8 15IRH8 16APH8 16IRH8 IdeaPad 1 15IAU7 Series SB11K38532 5B11K38526 L22B4PA0 L22X4PA0 L22D4PA0 15.44V 60Wh", "asin": "B0CSD9VY1Q", "price": "$58.99", "delivery": "FREE delivery Wed, Apr 16 Only 18 left in stock - order soon."},
{"title": "L22M4PC1 Laptop Battery Replacement for Lenovo Legion Pro 7 16IRX8 16IRX8H Series Notebook SB11K38958 5B11K38950 L22D4PC1 SB11K38962 5B11K38957 Black 15.52V 99.9Wh 6440mAh", "asin": "B0CDPRM1F7", "price": "$69.99", "delivery": "FREE delivery Wed, Apr 16 Only 8 left in stock - order soon."},
{"title": "ASODI L17M3PG1 Laptop Battery Compatible with Legion Y530-15ICH Y545-PG0 Y540-15IRH Y7000P Y7000 Y7000-2019-PG Series L17C3PG1 L17L3PG1 L17M3PG2 L17C3PG2 11.34V 52.5Wh 4630mAh", "asin": "B09PH8TQHQ", "price": "$41.74", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "L17C3PG2 Battery Compatible with Lenovo Legion Y7000 Y7000-1060 Y7000P Y530 Y530-15ICH Y540 Y730 Y740 Y740-15ICH Series Notebook L17M3PG2 L17M3PG1 L17C3PG1 L17L3PG1 L17M3PG3", "asin": "B0CLNXDC7M", "price": "$29.93", "delivery": "FREE delivery Wed, Apr 16 Only 16 left in stock - order soon."},
{"title": "ANTIEE L20C4PC1 L20D4PC1 L20M4PC1 Laptop Battery for Lenovo Legion 5 Pro-16ACH6 16ACH6H 16ITH6H 16ITH6 Legion 5-15ITH6 15ITH6H 15ACH6A 15ACH6 15ACH6H Legion 7-16ITHg6 16ACHg6 Series 15.36V 80Wh", "asin": "B0CDFQJZV8", "price": "$49.99", "delivery": " Two-Day FREE delivery Tue, Apr 15 Only 2 left in stock - order soon."},
{"title": "ANTIEE L19C4PC3 L19M4PC3 Laptop Battery Replacement for Lenovo Legion S7-15IMH5 82BC S7-15ARH5 82HM, Legion Y9000 R9000X 2021 Series Notebook SB10Z49582 5B10Z49583 SB10Z49580 5B10Z49581 71Wh 4623mAh", "asin": "B0CKXB55H9", "price": "$45.88", "delivery": "FREE delivery Thu, Apr 17 for Prime members Only 1 left in stock - order soon."},
{"title": "L21M4PE1 Laptop Battery Replacement for Lenovo Legion S7 16IAH7 82TF, Legion S7 16ARHA7 82UG, Yoga 7 16IAH7 82UF Series L21C4PE1 L21B4PE1 15.52V 99.99Wh 6443mAh", "asin": "B0D5L1SVHC", "price": "$45.99", "delivery": "FREE delivery Fri, Apr 18 for Prime members Only 7 left in stock - order soon."},
{"title": "ANTIEE 71WH L20M4PD3 L20L4PD3 Laptop Battery for Lenovo Legion S7-15ACH6 82K8 S7-16IAH7 82TF S7-16ARHA7 82UG,Slim 7 15ACH6 82K8 Gen 6 (15 inch) Gaming,ThinkBook 16p Gen 2 R9000X 2021R 20YM G3 ARH 21EK", "asin": "B0CR3LZXRK", "price": "$41.33", "delivery": "FREE delivery Sat, Apr 19 for Prime members Only 4 left in stock - order soon."},
{"title": "ASODI L20C4PC1 Laptop Battery Compatible with Lenovo Legion 5 Pro-16ACH6 16ACH6H 16ITH6 16ITH6H Legion 7-16ITHg6 16ACHg6 Legion 5-15ITH6 15ITH6H 15ACH6 15ACH6A 15ACH6H Series L20D4PC1 L20M4PC1", "asin": "B0B15BD2F7", "price": "$45.74", "delivery": " Two-Day FREE delivery Tue, Apr 15 Only 20 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": "2025-04-14T06:07:11.296Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-14T06:07:11.296Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T06:07:11.296Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 141,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"lenovo legion r7000p 2021H battery\"}],\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\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"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\": \"$20.99\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$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\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"65W AC Laptop Charger for Lenovo IdeaPad Flex 3 5 14iwl Series l340 S340 510s 120s S145 110 110s 130s 330S 510 Laptop Adapter Power Supply Cord\", \"asin\": \"B07ZRBTLRN\"},\n{\"title\": \"LQM\\u00ae New VV0NF Laptop Battery for Dell Latitude E5540 E5440 0M7T5F F49WX NVWGM 0K8HC 1N9C0 7W6K0 CXF66 WGCW6 [11.1V 65Wh]\", \"asin\": \"B01F4OOFL6\"}],\n\"search_results\": [{\"title\": \"Dentsing L17M3PG1 L17L3PG1 L17C3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y540 Y545-PG0 Y740-15IRH Y740-15ICHG Legion Y7000 2019 1050 PG0 Y7000P-1060 Series L17M3PG3 11.25V/52.5Wh\", \"asin\": \"B07QX7XHC9\", \"price\": \"$41.74\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"L17M3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y7000 2019 1050 Y7000-2019-PG0 Y540-15IRH-PG0 Y7000P Series Notebook L17L3PG1 L17M3PG3 L17C3PG1 11.25V 52.5Wh\", \"asin\": \"B083LQHCZL\", \"price\": \"$42.74\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"ZTHY L20C4PC0 L20D4PC0 Laptop Battery Replacement for Lenovo Legion 5-15ACH6 5-15ACH6A 5-15ACH6H 5-15IAH7 5-15IAH7H 5-15ITH6 5-15ITH6H Ideapad Gaming 3-15ACH6 Series L20L4PC0 L20M4PC0 15.36V 60Wh\", \"asin\": \"B0DC6S2X9B\", \"price\": \"$42.22\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"ZAHARA CR2016 CMOS Battery for Lenovo Legion 5-15 Legion 5-17 Legion 5P-15 Legion 5 Pro-16 Legion Pro 7-16 Legion 7-16 Slim 7 Prox 14 Legion Slim 5-14 5B10S34077 5B10S34078 GC000000M00 GC000000N00\", \"asin\": \"B0D8BL99TH\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"L14M3P24 L14S3P24 Laptop Battery Compatible with Lenovo Legion Y520-15IKBA Y520-15IKBM Y520-15IKBN IdeaPad Y700-14ISK 700-15ISK 700-17ISK Series L14M3P24 L14S3P24 5B10H41181 L16M3P24 45Wh 11.25V\", \"asin\": \"B084G1WFBM\", \"price\": \"$43.74\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM Only 12 left in stock - order soon.\"},\n{\"title\": \"Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y7000 2019 1050 Y7000-2019-PG0 Y540-15IRH-PG0 Y540-17IRH-PG0 Y7000P Series Notebook L17L3PG1 L17M3PG3 L17C3PG1 L17M3PG1\", \"asin\": \"B0D8KPJQ8R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"L14M3P24 5B10H41181 5B10H41180 Laptop Battery Replacement for Lenovo IdeaPad Y700-14ISK 700-15ISK Legion Y520-15IKBA Y520-15IKBM Y520-15IKBN Series L14S3P24 L16S3P24 L16M3P24 11.1V 45Wh\", \"asin\": \"B0728MYQYP\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"L22M4PA0 Laptop Battery Replacement for Lenovo Legion Slim 5 16APH8 16IRH8 LOQ 15APH8 15IRH8 16APH8 16IRH8 IdeaPad 1 15IAU7 Series SB11K38532 5B11K38526 L22B4PA0 L22X4PA0 L22D4PA0 15.44V 60Wh\", \"asin\": \"B0CSD9VY1Q\", \"price\": \"$58.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 18 left in stock - order soon.\"},\n{\"title\": \"L22M4PC1 Laptop Battery Replacement for Lenovo Legion Pro 7 16IRX8 16IRX8H Series Notebook SB11K38958 5B11K38950 L22D4PC1 SB11K38962 5B11K38957 Black 15.52V 99.9Wh 6440mAh\", \"asin\": \"B0CDPRM1F7\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 8 left in stock - order soon.\"},\n{\"title\": \"ASODI L17M3PG1 Laptop Battery Compatible with Legion Y530-15ICH Y545-PG0 Y540-15IRH Y7000P Y7000 Y7000-2019-PG Series L17C3PG1 L17L3PG1 L17M3PG2 L17C3PG2 11.34V 52.5Wh 4630mAh\", \"asin\": \"B09PH8TQHQ\", \"price\": \"$41.74\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"L17C3PG2 Battery Compatible with Lenovo Legion Y7000 Y7000-1060 Y7000P Y530 Y530-15ICH Y540 Y730 Y740 Y740-15ICH Series Notebook L17M3PG2 L17M3PG1 L17C3PG1 L17L3PG1 L17M3PG3\", \"asin\": \"B0CLNXDC7M\", \"price\": \"$29.93\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 16 left in stock - order soon.\"},\n{\"title\": \"ANTIEE L20C4PC1 L20D4PC1 L20M4PC1 Laptop Battery for Lenovo Legion 5 Pro-16ACH6 16ACH6H 16ITH6H 16ITH6 Legion 5-15ITH6 15ITH6H 15ACH6A 15ACH6 15ACH6H Legion 7-16ITHg6 16ACHg6 Series 15.36V 80Wh\", \"asin\": \"B0CDFQJZV8\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 2 left in stock - order soon.\"},\n{\"title\": \"ANTIEE L19C4PC3 L19M4PC3 Laptop Battery Replacement for Lenovo Legion S7-15IMH5 82BC S7-15ARH5 82HM, Legion Y9000 R9000X 2021 Series Notebook SB10Z49582 5B10Z49583 SB10Z49580 5B10Z49581 71Wh 4623mAh\", \"asin\": \"B0CKXB55H9\", \"price\": \"$45.88\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"L21M4PE1 Laptop Battery Replacement for Lenovo Legion S7 16IAH7 82TF, Legion S7 16ARHA7 82UG, Yoga 7 16IAH7 82UF Series L21C4PE1 L21B4PE1 15.52V 99.99Wh 6443mAh\", \"asin\": \"B0D5L1SVHC\", \"price\": \"$45.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members Only 7 left in stock - order soon.\"},\n{\"title\": \"ANTIEE 71WH L20M4PD3 L20L4PD3 Laptop Battery for Lenovo Legion S7-15ACH6 82K8 S7-16IAH7 82TF S7-16ARHA7 82UG,Slim 7 15ACH6 82K8 Gen 6 (15 inch) Gaming,ThinkBook 16p Gen 2 R9000X 2021R 20YM G3 ARH 21EK\", \"asin\": \"B0CR3LZXRK\", \"price\": \"$41.33\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members Only 4 left in stock - order soon.\"},\n{\"title\": \"ASODI L20C4PC1 Laptop Battery Compatible with Lenovo Legion 5 Pro-16ACH6 16ACH6H 16ITH6 16ITH6H Legion 7-16ITHg6 16ACHg6 Legion 5-15ITH6 15ITH6H 15ACH6 15ACH6A 15ACH6H Series L20D4PC1 L20M4PC1\", \"asin\": \"B0B15BD2F7\", \"price\": \"$45.74\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 20 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\": \"2025-04-14T06:07:11.296Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"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\": \"lenovo legion r7000p 2021H battery\"}],\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\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"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\": \"$20.99\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$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\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"65W AC Laptop Charger for Lenovo IdeaPad Flex 3 5 14iwl Series l340 S340 510s 120s S145 110 110s 130s 330S 510 Laptop Adapter Power Supply Cord\", \"asin\": \"B07ZRBTLRN\"},\n{\"title\": \"LQM\\u00ae New VV0NF Laptop Battery for Dell Latitude E5540 E5440 0M7T5F F49WX NVWGM 0K8HC 1N9C0 7W6K0 CXF66 WGCW6 [11.1V 65Wh]\", \"asin\": \"B01F4OOFL6\"}],\n\"search_results\": [{\"title\": \"Dentsing L17M3PG1 L17L3PG1 L17C3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y540 Y545-PG0 Y740-15IRH Y740-15ICHG Legion Y7000 2019 1050 PG0 Y7000P-1060 Series L17M3PG3 11.25V/52.5Wh\", \"asin\": \"B07QX7XHC9\", \"price\": \"$41.74\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"L17M3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y7000 2019 1050 Y7000-2019-PG0 Y540-15IRH-PG0 Y7000P Series Notebook L17L3PG1 L17M3PG3 L17C3PG1 11.25V 52.5Wh\", \"asin\": \"B083LQHCZL\", \"price\": \"$42.74\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"ZTHY L20C4PC0 L20D4PC0 Laptop Battery Replacement for Lenovo Legion 5-15ACH6 5-15ACH6A 5-15ACH6H 5-15IAH7 5-15IAH7H 5-15ITH6 5-15ITH6H Ideapad Gaming 3-15ACH6 Series L20L4PC0 L20M4PC0 15.36V 60Wh\", \"asin\": \"B0DC6S2X9B\", \"price\": \"$42.22\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"ZAHARA CR2016 CMOS Battery for Lenovo Legion 5-15 Legion 5-17 Legion 5P-15 Legion 5 Pro-16 Legion Pro 7-16 Legion 7-16 Slim 7 Prox 14 Legion Slim 5-14 5B10S34077 5B10S34078 GC000000M00 GC000000N00\", \"asin\": \"B0D8BL99TH\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"L14M3P24 L14S3P24 Laptop Battery Compatible with Lenovo Legion Y520-15IKBA Y520-15IKBM Y520-15IKBN IdeaPad Y700-14ISK 700-15ISK 700-17ISK Series L14M3P24 L14S3P24 5B10H41181 L16M3P24 45Wh 11.25V\", \"asin\": \"B084G1WFBM\", \"price\": \"$43.74\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM Only 12 left in stock - order soon.\"},\n{\"title\": \"Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y7000 2019 1050 Y7000-2019-PG0 Y540-15IRH-PG0 Y540-17IRH-PG0 Y7000P Series Notebook L17L3PG1 L17M3PG3 L17C3PG1 L17M3PG1\", \"asin\": \"B0D8KPJQ8R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"L14M3P24 5B10H41181 5B10H41180 Laptop Battery Replacement for Lenovo IdeaPad Y700-14ISK 700-15ISK Legion Y520-15IKBA Y520-15IKBM Y520-15IKBN Series L14S3P24 L16S3P24 L16M3P24 11.1V 45Wh\", \"asin\": \"B0728MYQYP\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"L22M4PA0 Laptop Battery Replacement for Lenovo Legion Slim 5 16APH8 16IRH8 LOQ 15APH8 15IRH8 16APH8 16IRH8 IdeaPad 1 15IAU7 Series SB11K38532 5B11K38526 L22B4PA0 L22X4PA0 L22D4PA0 15.44V 60Wh\", \"asin\": \"B0CSD9VY1Q\", \"price\": \"$58.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 18 left in stock - order soon.\"},\n{\"title\": \"L22M4PC1 Laptop Battery Replacement for Lenovo Legion Pro 7 16IRX8 16IRX8H Series Notebook SB11K38958 5B11K38950 L22D4PC1 SB11K38962 5B11K38957 Black 15.52V 99.9Wh 6440mAh\", \"asin\": \"B0CDPRM1F7\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 8 left in stock - order soon.\"},\n{\"title\": \"ASODI L17M3PG1 Laptop Battery Compatible with Legion Y530-15ICH Y545-PG0 Y540-15IRH Y7000P Y7000 Y7000-2019-PG Series L17C3PG1 L17L3PG1 L17M3PG2 L17C3PG2 11.34V 52.5Wh 4630mAh\", \"asin\": \"B09PH8TQHQ\", \"price\": \"$41.74\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"L17C3PG2 Battery Compatible with Lenovo Legion Y7000 Y7000-1060 Y7000P Y530 Y530-15ICH Y540 Y730 Y740 Y740-15ICH Series Notebook L17M3PG2 L17M3PG1 L17C3PG1 L17L3PG1 L17M3PG3\", \"asin\": \"B0CLNXDC7M\", \"price\": \"$29.93\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 16 left in stock - order soon.\"},\n{\"title\": \"ANTIEE L20C4PC1 L20D4PC1 L20M4PC1 Laptop Battery for Lenovo Legion 5 Pro-16ACH6 16ACH6H 16ITH6H 16ITH6 Legion 5-15ITH6 15ITH6H 15ACH6A 15ACH6 15ACH6H Legion 7-16ITHg6 16ACHg6 Series 15.36V 80Wh\", \"asin\": \"B0CDFQJZV8\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 2 left in stock - order soon.\"},\n{\"title\": \"ANTIEE L19C4PC3 L19M4PC3 Laptop Battery Replacement for Lenovo Legion S7-15IMH5 82BC S7-15ARH5 82HM, Legion Y9000 R9000X 2021 Series Notebook SB10Z49582 5B10Z49583 SB10Z49580 5B10Z49581 71Wh 4623mAh\", \"asin\": \"B0CKXB55H9\", \"price\": \"$45.88\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"L21M4PE1 Laptop Battery Replacement for Lenovo Legion S7 16IAH7 82TF, Legion S7 16ARHA7 82UG, Yoga 7 16IAH7 82UF Series L21C4PE1 L21B4PE1 15.52V 99.99Wh 6443mAh\", \"asin\": \"B0D5L1SVHC\", \"price\": \"$45.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members Only 7 left in stock - order soon.\"},\n{\"title\": \"ANTIEE 71WH L20M4PD3 L20L4PD3 Laptop Battery for Lenovo Legion S7-15ACH6 82K8 S7-16IAH7 82TF S7-16ARHA7 82UG,Slim 7 15ACH6 82K8 Gen 6 (15 inch) Gaming,ThinkBook 16p Gen 2 R9000X 2021R 20YM G3 ARH 21EK\", \"asin\": \"B0CR3LZXRK\", \"price\": \"$41.33\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members Only 4 left in stock - order soon.\"},\n{\"title\": \"ASODI L20C4PC1 Laptop Battery Compatible with Lenovo Legion 5 Pro-16ACH6 16ACH6H 16ITH6 16ITH6H Legion 7-16ITHg6 16ACHg6 Legion 5-15ITH6 15ITH6H 15ACH6 15ACH6A 15ACH6H Series L20D4PC1 L20M4PC1\", \"asin\": \"B0B15BD2F7\", \"price\": \"$45.74\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 20 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\": \"2025-04-14T06:07:13.175Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T06:07:13.175Z
|
input
|
lenovo legion r7000p battery
|
rule
|
train
| 142 |
2025-04-14T06:07:13.175Z
|
input
|
lenovo legion r7000p battery
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"}
{"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"}
{"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"}
{"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"}
{"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "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": "lenovo legion r7000p 2021H battery"}],
"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": "$207.99", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "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": "$20.99", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$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": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"ads": [{"title": "65W AC Laptop Charger for Lenovo IdeaPad Flex 3 5 14iwl Series l340 S340 510s 120s S145 110 110s 130s 330S 510 Laptop Adapter Power Supply Cord", "asin": "B07ZRBTLRN"},
{"title": "LQM\u00ae New VV0NF Laptop Battery for Dell Latitude E5540 E5440 0M7T5F F49WX NVWGM 0K8HC 1N9C0 7W6K0 CXF66 WGCW6 [11.1V 65Wh]", "asin": "B01F4OOFL6"}],
"search_results": [{"title": "Dentsing L17M3PG1 L17L3PG1 L17C3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y540 Y545-PG0 Y740-15IRH Y740-15ICHG Legion Y7000 2019 1050 PG0 Y7000P-1060 Series L17M3PG3 11.25V/52.5Wh", "asin": "B07QX7XHC9", "price": "$41.74", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "L17M3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y7000 2019 1050 Y7000-2019-PG0 Y540-15IRH-PG0 Y7000P Series Notebook L17L3PG1 L17M3PG3 L17C3PG1 11.25V 52.5Wh", "asin": "B083LQHCZL", "price": "$42.74", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "ZTHY L20C4PC0 L20D4PC0 Laptop Battery Replacement for Lenovo Legion 5-15ACH6 5-15ACH6A 5-15ACH6H 5-15IAH7 5-15IAH7H 5-15ITH6 5-15ITH6H Ideapad Gaming 3-15ACH6 Series L20L4PC0 L20M4PC0 15.36V 60Wh", "asin": "B0DC6S2X9B", "price": "$42.22", "delivery": "FREE delivery Thu, Apr 17 for Prime members Only 2 left in stock - order soon."},
{"title": "ZAHARA CR2016 CMOS Battery for Lenovo Legion 5-15 Legion 5-17 Legion 5P-15 Legion 5 Pro-16 Legion Pro 7-16 Legion 7-16 Slim 7 Prox 14 Legion Slim 5-14 5B10S34077 5B10S34078 GC000000M00 GC000000N00", "asin": "B0D8BL99TH", "price": "$12.99", "delivery": "FREE delivery Thu, Apr 17 for Prime members Only 2 left in stock - order soon."},
{"title": "L14M3P24 L14S3P24 Laptop Battery Compatible with Lenovo Legion Y520-15IKBA Y520-15IKBM Y520-15IKBN IdeaPad Y700-14ISK 700-15ISK 700-17ISK Series L14M3P24 L14S3P24 5B10H41181 L16M3P24 45Wh 11.25V", "asin": "B084G1WFBM", "price": "$43.74", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM Only 12 left in stock - order soon."},
{"title": "Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y7000 2019 1050 Y7000-2019-PG0 Y540-15IRH-PG0 Y540-17IRH-PG0 Y7000P Series Notebook L17L3PG1 L17M3PG3 L17C3PG1 L17M3PG1", "asin": "B0D8KPJQ8R", "price": "$35.99", "delivery": "FREE delivery Thu, Apr 17 for Prime members"},
{"title": "L14M3P24 5B10H41181 5B10H41180 Laptop Battery Replacement for Lenovo IdeaPad Y700-14ISK 700-15ISK Legion Y520-15IKBA Y520-15IKBM Y520-15IKBN Series L14S3P24 L16S3P24 L16M3P24 11.1V 45Wh", "asin": "B0728MYQYP", "price": "$38.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "L22M4PA0 Laptop Battery Replacement for Lenovo Legion Slim 5 16APH8 16IRH8 LOQ 15APH8 15IRH8 16APH8 16IRH8 IdeaPad 1 15IAU7 Series SB11K38532 5B11K38526 L22B4PA0 L22X4PA0 L22D4PA0 15.44V 60Wh", "asin": "B0CSD9VY1Q", "price": "$58.99", "delivery": "FREE delivery Wed, Apr 16 Only 18 left in stock - order soon."},
{"title": "L22M4PC1 Laptop Battery Replacement for Lenovo Legion Pro 7 16IRX8 16IRX8H Series Notebook SB11K38958 5B11K38950 L22D4PC1 SB11K38962 5B11K38957 Black 15.52V 99.9Wh 6440mAh", "asin": "B0CDPRM1F7", "price": "$69.99", "delivery": "FREE delivery Wed, Apr 16 Only 8 left in stock - order soon."},
{"title": "ASODI L17M3PG1 Laptop Battery Compatible with Legion Y530-15ICH Y545-PG0 Y540-15IRH Y7000P Y7000 Y7000-2019-PG Series L17C3PG1 L17L3PG1 L17M3PG2 L17C3PG2 11.34V 52.5Wh 4630mAh", "asin": "B09PH8TQHQ", "price": "$41.74", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "L17C3PG2 Battery Compatible with Lenovo Legion Y7000 Y7000-1060 Y7000P Y530 Y530-15ICH Y540 Y730 Y740 Y740-15ICH Series Notebook L17M3PG2 L17M3PG1 L17C3PG1 L17L3PG1 L17M3PG3", "asin": "B0CLNXDC7M", "price": "$29.93", "delivery": "FREE delivery Wed, Apr 16 Only 16 left in stock - order soon."},
{"title": "ANTIEE L20C4PC1 L20D4PC1 L20M4PC1 Laptop Battery for Lenovo Legion 5 Pro-16ACH6 16ACH6H 16ITH6H 16ITH6 Legion 5-15ITH6 15ITH6H 15ACH6A 15ACH6 15ACH6H Legion 7-16ITHg6 16ACHg6 Series 15.36V 80Wh", "asin": "B0CDFQJZV8", "price": "$49.99", "delivery": " Two-Day FREE delivery Tue, Apr 15 Only 2 left in stock - order soon."},
{"title": "ANTIEE L19C4PC3 L19M4PC3 Laptop Battery Replacement for Lenovo Legion S7-15IMH5 82BC S7-15ARH5 82HM, Legion Y9000 R9000X 2021 Series Notebook SB10Z49582 5B10Z49583 SB10Z49580 5B10Z49581 71Wh 4623mAh", "asin": "B0CKXB55H9", "price": "$45.88", "delivery": "FREE delivery Thu, Apr 17 for Prime members Only 1 left in stock - order soon."},
{"title": "L21M4PE1 Laptop Battery Replacement for Lenovo Legion S7 16IAH7 82TF, Legion S7 16ARHA7 82UG, Yoga 7 16IAH7 82UF Series L21C4PE1 L21B4PE1 15.52V 99.99Wh 6443mAh", "asin": "B0D5L1SVHC", "price": "$45.99", "delivery": "FREE delivery Fri, Apr 18 for Prime members Only 7 left in stock - order soon."},
{"title": "ANTIEE 71WH L20M4PD3 L20L4PD3 Laptop Battery for Lenovo Legion S7-15ACH6 82K8 S7-16IAH7 82TF S7-16ARHA7 82UG,Slim 7 15ACH6 82K8 Gen 6 (15 inch) Gaming,ThinkBook 16p Gen 2 R9000X 2021R 20YM G3 ARH 21EK", "asin": "B0CR3LZXRK", "price": "$41.33", "delivery": "FREE delivery Sat, Apr 19 for Prime members Only 4 left in stock - order soon."},
{"title": "ASODI L20C4PC1 Laptop Battery Compatible with Lenovo Legion 5 Pro-16ACH6 16ACH6H 16ITH6 16ITH6H Legion 7-16ITHg6 16ACHg6 Legion 5-15ITH6 15ITH6H 15ACH6 15ACH6A 15ACH6H Series L20D4PC1 L20M4PC1", "asin": "B0B15BD2F7", "price": "$45.74", "delivery": " Two-Day FREE delivery Tue, Apr 15 Only 20 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": "2025-04-14T06:07:13.175Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-14T06:07:13.175Z\",\"action\": \"input\",\"acion_argument\": \"lenovo legion r7000p battery\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T06:07:13.175Z\",\"action\": \"input\",\"acion_argument\": \"lenovo legion r7000p battery\",}</answer>",
"index": 142,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"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\": \"lenovo legion r7000p 2021H battery\"}],\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\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"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\": \"$20.99\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$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\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"65W AC Laptop Charger for Lenovo IdeaPad Flex 3 5 14iwl Series l340 S340 510s 120s S145 110 110s 130s 330S 510 Laptop Adapter Power Supply Cord\", \"asin\": \"B07ZRBTLRN\"},\n{\"title\": \"LQM\\u00ae New VV0NF Laptop Battery for Dell Latitude E5540 E5440 0M7T5F F49WX NVWGM 0K8HC 1N9C0 7W6K0 CXF66 WGCW6 [11.1V 65Wh]\", \"asin\": \"B01F4OOFL6\"}],\n\"search_results\": [{\"title\": \"Dentsing L17M3PG1 L17L3PG1 L17C3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y540 Y545-PG0 Y740-15IRH Y740-15ICHG Legion Y7000 2019 1050 PG0 Y7000P-1060 Series L17M3PG3 11.25V/52.5Wh\", \"asin\": \"B07QX7XHC9\", \"price\": \"$41.74\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"L17M3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y7000 2019 1050 Y7000-2019-PG0 Y540-15IRH-PG0 Y7000P Series Notebook L17L3PG1 L17M3PG3 L17C3PG1 11.25V 52.5Wh\", \"asin\": \"B083LQHCZL\", \"price\": \"$42.74\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"ZTHY L20C4PC0 L20D4PC0 Laptop Battery Replacement for Lenovo Legion 5-15ACH6 5-15ACH6A 5-15ACH6H 5-15IAH7 5-15IAH7H 5-15ITH6 5-15ITH6H Ideapad Gaming 3-15ACH6 Series L20L4PC0 L20M4PC0 15.36V 60Wh\", \"asin\": \"B0DC6S2X9B\", \"price\": \"$42.22\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"ZAHARA CR2016 CMOS Battery for Lenovo Legion 5-15 Legion 5-17 Legion 5P-15 Legion 5 Pro-16 Legion Pro 7-16 Legion 7-16 Slim 7 Prox 14 Legion Slim 5-14 5B10S34077 5B10S34078 GC000000M00 GC000000N00\", \"asin\": \"B0D8BL99TH\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"L14M3P24 L14S3P24 Laptop Battery Compatible with Lenovo Legion Y520-15IKBA Y520-15IKBM Y520-15IKBN IdeaPad Y700-14ISK 700-15ISK 700-17ISK Series L14M3P24 L14S3P24 5B10H41181 L16M3P24 45Wh 11.25V\", \"asin\": \"B084G1WFBM\", \"price\": \"$43.74\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM Only 12 left in stock - order soon.\"},\n{\"title\": \"Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y7000 2019 1050 Y7000-2019-PG0 Y540-15IRH-PG0 Y540-17IRH-PG0 Y7000P Series Notebook L17L3PG1 L17M3PG3 L17C3PG1 L17M3PG1\", \"asin\": \"B0D8KPJQ8R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"L14M3P24 5B10H41181 5B10H41180 Laptop Battery Replacement for Lenovo IdeaPad Y700-14ISK 700-15ISK Legion Y520-15IKBA Y520-15IKBM Y520-15IKBN Series L14S3P24 L16S3P24 L16M3P24 11.1V 45Wh\", \"asin\": \"B0728MYQYP\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"L22M4PA0 Laptop Battery Replacement for Lenovo Legion Slim 5 16APH8 16IRH8 LOQ 15APH8 15IRH8 16APH8 16IRH8 IdeaPad 1 15IAU7 Series SB11K38532 5B11K38526 L22B4PA0 L22X4PA0 L22D4PA0 15.44V 60Wh\", \"asin\": \"B0CSD9VY1Q\", \"price\": \"$58.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 18 left in stock - order soon.\"},\n{\"title\": \"L22M4PC1 Laptop Battery Replacement for Lenovo Legion Pro 7 16IRX8 16IRX8H Series Notebook SB11K38958 5B11K38950 L22D4PC1 SB11K38962 5B11K38957 Black 15.52V 99.9Wh 6440mAh\", \"asin\": \"B0CDPRM1F7\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 8 left in stock - order soon.\"},\n{\"title\": \"ASODI L17M3PG1 Laptop Battery Compatible with Legion Y530-15ICH Y545-PG0 Y540-15IRH Y7000P Y7000 Y7000-2019-PG Series L17C3PG1 L17L3PG1 L17M3PG2 L17C3PG2 11.34V 52.5Wh 4630mAh\", \"asin\": \"B09PH8TQHQ\", \"price\": \"$41.74\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"L17C3PG2 Battery Compatible with Lenovo Legion Y7000 Y7000-1060 Y7000P Y530 Y530-15ICH Y540 Y730 Y740 Y740-15ICH Series Notebook L17M3PG2 L17M3PG1 L17C3PG1 L17L3PG1 L17M3PG3\", \"asin\": \"B0CLNXDC7M\", \"price\": \"$29.93\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 16 left in stock - order soon.\"},\n{\"title\": \"ANTIEE L20C4PC1 L20D4PC1 L20M4PC1 Laptop Battery for Lenovo Legion 5 Pro-16ACH6 16ACH6H 16ITH6H 16ITH6 Legion 5-15ITH6 15ITH6H 15ACH6A 15ACH6 15ACH6H Legion 7-16ITHg6 16ACHg6 Series 15.36V 80Wh\", \"asin\": \"B0CDFQJZV8\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 2 left in stock - order soon.\"},\n{\"title\": \"ANTIEE L19C4PC3 L19M4PC3 Laptop Battery Replacement for Lenovo Legion S7-15IMH5 82BC S7-15ARH5 82HM, Legion Y9000 R9000X 2021 Series Notebook SB10Z49582 5B10Z49583 SB10Z49580 5B10Z49581 71Wh 4623mAh\", \"asin\": \"B0CKXB55H9\", \"price\": \"$45.88\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"L21M4PE1 Laptop Battery Replacement for Lenovo Legion S7 16IAH7 82TF, Legion S7 16ARHA7 82UG, Yoga 7 16IAH7 82UF Series L21C4PE1 L21B4PE1 15.52V 99.99Wh 6443mAh\", \"asin\": \"B0D5L1SVHC\", \"price\": \"$45.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members Only 7 left in stock - order soon.\"},\n{\"title\": \"ANTIEE 71WH L20M4PD3 L20L4PD3 Laptop Battery for Lenovo Legion S7-15ACH6 82K8 S7-16IAH7 82TF S7-16ARHA7 82UG,Slim 7 15ACH6 82K8 Gen 6 (15 inch) Gaming,ThinkBook 16p Gen 2 R9000X 2021R 20YM G3 ARH 21EK\", \"asin\": \"B0CR3LZXRK\", \"price\": \"$41.33\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members Only 4 left in stock - order soon.\"},\n{\"title\": \"ASODI L20C4PC1 Laptop Battery Compatible with Lenovo Legion 5 Pro-16ACH6 16ACH6H 16ITH6 16ITH6H Legion 7-16ITHg6 16ACHg6 Legion 5-15ITH6 15ITH6H 15ACH6 15ACH6A 15ACH6H Series L20D4PC1 L20M4PC1\", \"asin\": \"B0B15BD2F7\", \"price\": \"$45.74\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 20 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\": \"2025-04-14T06:07:13.175Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"lenovo legion r7000p battery\"}],\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\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"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\": \"$20.99\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$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\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"65W AC Laptop Charger for Lenovo IdeaPad Flex 3 5 14iwl Series l340 S340 510s 120s S145 110 110s 130s 330S 510 Laptop Adapter Power Supply Cord\", \"asin\": \"B07ZRBTLRN\"},\n{\"title\": \"LQM\\u00ae New VV0NF Laptop Battery for Dell Latitude E5540 E5440 0M7T5F F49WX NVWGM 0K8HC 1N9C0 7W6K0 CXF66 WGCW6 [11.1V 65Wh]\", \"asin\": \"B01F4OOFL6\"}],\n\"search_results\": [{\"title\": \"Dentsing L17M3PG1 L17L3PG1 L17C3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y540 Y545-PG0 Y740-15IRH Y740-15ICHG Legion Y7000 2019 1050 PG0 Y7000P-1060 Series L17M3PG3 11.25V/52.5Wh\", \"asin\": \"B07QX7XHC9\", \"price\": \"$41.74\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"L17M3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y7000 2019 1050 Y7000-2019-PG0 Y540-15IRH-PG0 Y7000P Series Notebook L17L3PG1 L17M3PG3 L17C3PG1 11.25V 52.5Wh\", \"asin\": \"B083LQHCZL\", \"price\": \"$42.74\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"ZTHY L20C4PC0 L20D4PC0 Laptop Battery Replacement for Lenovo Legion 5-15ACH6 5-15ACH6A 5-15ACH6H 5-15IAH7 5-15IAH7H 5-15ITH6 5-15ITH6H Ideapad Gaming 3-15ACH6 Series L20L4PC0 L20M4PC0 15.36V 60Wh\", \"asin\": \"B0DC6S2X9B\", \"price\": \"$42.22\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"ZAHARA CR2016 CMOS Battery for Lenovo Legion 5-15 Legion 5-17 Legion 5P-15 Legion 5 Pro-16 Legion Pro 7-16 Legion 7-16 Slim 7 Prox 14 Legion Slim 5-14 5B10S34077 5B10S34078 GC000000M00 GC000000N00\", \"asin\": \"B0D8BL99TH\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"L14M3P24 L14S3P24 Laptop Battery Compatible with Lenovo Legion Y520-15IKBA Y520-15IKBM Y520-15IKBN IdeaPad Y700-14ISK 700-15ISK 700-17ISK Series L14M3P24 L14S3P24 5B10H41181 L16M3P24 45Wh 11.25V\", \"asin\": \"B084G1WFBM\", \"price\": \"$43.74\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM Only 12 left in stock - order soon.\"},\n{\"title\": \"Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y7000 2019 1050 Y7000-2019-PG0 Y540-15IRH-PG0 Y540-17IRH-PG0 Y7000P Series Notebook L17L3PG1 L17M3PG3 L17C3PG1 L17M3PG1\", \"asin\": \"B0D8KPJQ8R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"L14M3P24 5B10H41181 5B10H41180 Laptop Battery Replacement for Lenovo IdeaPad Y700-14ISK 700-15ISK Legion Y520-15IKBA Y520-15IKBM Y520-15IKBN Series L14S3P24 L16S3P24 L16M3P24 11.1V 45Wh\", \"asin\": \"B0728MYQYP\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"L22M4PA0 Laptop Battery Replacement for Lenovo Legion Slim 5 16APH8 16IRH8 LOQ 15APH8 15IRH8 16APH8 16IRH8 IdeaPad 1 15IAU7 Series SB11K38532 5B11K38526 L22B4PA0 L22X4PA0 L22D4PA0 15.44V 60Wh\", \"asin\": \"B0CSD9VY1Q\", \"price\": \"$58.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 18 left in stock - order soon.\"},\n{\"title\": \"L22M4PC1 Laptop Battery Replacement for Lenovo Legion Pro 7 16IRX8 16IRX8H Series Notebook SB11K38958 5B11K38950 L22D4PC1 SB11K38962 5B11K38957 Black 15.52V 99.9Wh 6440mAh\", \"asin\": \"B0CDPRM1F7\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 8 left in stock - order soon.\"},\n{\"title\": \"ASODI L17M3PG1 Laptop Battery Compatible with Legion Y530-15ICH Y545-PG0 Y540-15IRH Y7000P Y7000 Y7000-2019-PG Series L17C3PG1 L17L3PG1 L17M3PG2 L17C3PG2 11.34V 52.5Wh 4630mAh\", \"asin\": \"B09PH8TQHQ\", \"price\": \"$41.74\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"L17C3PG2 Battery Compatible with Lenovo Legion Y7000 Y7000-1060 Y7000P Y530 Y530-15ICH Y540 Y730 Y740 Y740-15ICH Series Notebook L17M3PG2 L17M3PG1 L17C3PG1 L17L3PG1 L17M3PG3\", \"asin\": \"B0CLNXDC7M\", \"price\": \"$29.93\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 16 left in stock - order soon.\"},\n{\"title\": \"ANTIEE L20C4PC1 L20D4PC1 L20M4PC1 Laptop Battery for Lenovo Legion 5 Pro-16ACH6 16ACH6H 16ITH6H 16ITH6 Legion 5-15ITH6 15ITH6H 15ACH6A 15ACH6 15ACH6H Legion 7-16ITHg6 16ACHg6 Series 15.36V 80Wh\", \"asin\": \"B0CDFQJZV8\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 2 left in stock - order soon.\"},\n{\"title\": \"ANTIEE L19C4PC3 L19M4PC3 Laptop Battery Replacement for Lenovo Legion S7-15IMH5 82BC S7-15ARH5 82HM, Legion Y9000 R9000X 2021 Series Notebook SB10Z49582 5B10Z49583 SB10Z49580 5B10Z49581 71Wh 4623mAh\", \"asin\": \"B0CKXB55H9\", \"price\": \"$45.88\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"L21M4PE1 Laptop Battery Replacement for Lenovo Legion S7 16IAH7 82TF, Legion S7 16ARHA7 82UG, Yoga 7 16IAH7 82UF Series L21C4PE1 L21B4PE1 15.52V 99.99Wh 6443mAh\", \"asin\": \"B0D5L1SVHC\", \"price\": \"$45.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members Only 7 left in stock - order soon.\"},\n{\"title\": \"ANTIEE 71WH L20M4PD3 L20L4PD3 Laptop Battery for Lenovo Legion S7-15ACH6 82K8 S7-16IAH7 82TF S7-16ARHA7 82UG,Slim 7 15ACH6 82K8 Gen 6 (15 inch) Gaming,ThinkBook 16p Gen 2 R9000X 2021R 20YM G3 ARH 21EK\", \"asin\": \"B0CR3LZXRK\", \"price\": \"$41.33\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members Only 4 left in stock - order soon.\"},\n{\"title\": \"ASODI L20C4PC1 Laptop Battery Compatible with Lenovo Legion 5 Pro-16ACH6 16ACH6H 16ITH6 16ITH6H Legion 7-16ITHg6 16ACHg6 Legion 5-15ITH6 15ITH6H 15ACH6 15ACH6A 15ACH6H Series L20D4PC1 L20M4PC1\", \"asin\": \"B0B15BD2F7\", \"price\": \"$45.74\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 20 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\": \"2025-04-14T06:07:14.714Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T06:07:14.714Z
|
click
|
search
|
rule
|
train
| 143 |
2025-04-14T06:07:14.714Z
|
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": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"}
{"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"}
{"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"}
{"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"}
{"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "lenovo legion r7000p battery"}],
"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": "$207.99", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "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": "$20.99", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$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": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"ads": [{"title": "65W AC Laptop Charger for Lenovo IdeaPad Flex 3 5 14iwl Series l340 S340 510s 120s S145 110 110s 130s 330S 510 Laptop Adapter Power Supply Cord", "asin": "B07ZRBTLRN"},
{"title": "LQM\u00ae New VV0NF Laptop Battery for Dell Latitude E5540 E5440 0M7T5F F49WX NVWGM 0K8HC 1N9C0 7W6K0 CXF66 WGCW6 [11.1V 65Wh]", "asin": "B01F4OOFL6"}],
"search_results": [{"title": "Dentsing L17M3PG1 L17L3PG1 L17C3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y540 Y545-PG0 Y740-15IRH Y740-15ICHG Legion Y7000 2019 1050 PG0 Y7000P-1060 Series L17M3PG3 11.25V/52.5Wh", "asin": "B07QX7XHC9", "price": "$41.74", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "L17M3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y7000 2019 1050 Y7000-2019-PG0 Y540-15IRH-PG0 Y7000P Series Notebook L17L3PG1 L17M3PG3 L17C3PG1 11.25V 52.5Wh", "asin": "B083LQHCZL", "price": "$42.74", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "ZTHY L20C4PC0 L20D4PC0 Laptop Battery Replacement for Lenovo Legion 5-15ACH6 5-15ACH6A 5-15ACH6H 5-15IAH7 5-15IAH7H 5-15ITH6 5-15ITH6H Ideapad Gaming 3-15ACH6 Series L20L4PC0 L20M4PC0 15.36V 60Wh", "asin": "B0DC6S2X9B", "price": "$42.22", "delivery": "FREE delivery Thu, Apr 17 for Prime members Only 2 left in stock - order soon."},
{"title": "ZAHARA CR2016 CMOS Battery for Lenovo Legion 5-15 Legion 5-17 Legion 5P-15 Legion 5 Pro-16 Legion Pro 7-16 Legion 7-16 Slim 7 Prox 14 Legion Slim 5-14 5B10S34077 5B10S34078 GC000000M00 GC000000N00", "asin": "B0D8BL99TH", "price": "$12.99", "delivery": "FREE delivery Thu, Apr 17 for Prime members Only 2 left in stock - order soon."},
{"title": "L14M3P24 L14S3P24 Laptop Battery Compatible with Lenovo Legion Y520-15IKBA Y520-15IKBM Y520-15IKBN IdeaPad Y700-14ISK 700-15ISK 700-17ISK Series L14M3P24 L14S3P24 5B10H41181 L16M3P24 45Wh 11.25V", "asin": "B084G1WFBM", "price": "$43.74", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM Only 12 left in stock - order soon."},
{"title": "Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y7000 2019 1050 Y7000-2019-PG0 Y540-15IRH-PG0 Y540-17IRH-PG0 Y7000P Series Notebook L17L3PG1 L17M3PG3 L17C3PG1 L17M3PG1", "asin": "B0D8KPJQ8R", "price": "$35.99", "delivery": "FREE delivery Thu, Apr 17 for Prime members"},
{"title": "L14M3P24 5B10H41181 5B10H41180 Laptop Battery Replacement for Lenovo IdeaPad Y700-14ISK 700-15ISK Legion Y520-15IKBA Y520-15IKBM Y520-15IKBN Series L14S3P24 L16S3P24 L16M3P24 11.1V 45Wh", "asin": "B0728MYQYP", "price": "$38.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "L22M4PA0 Laptop Battery Replacement for Lenovo Legion Slim 5 16APH8 16IRH8 LOQ 15APH8 15IRH8 16APH8 16IRH8 IdeaPad 1 15IAU7 Series SB11K38532 5B11K38526 L22B4PA0 L22X4PA0 L22D4PA0 15.44V 60Wh", "asin": "B0CSD9VY1Q", "price": "$58.99", "delivery": "FREE delivery Wed, Apr 16 Only 18 left in stock - order soon."},
{"title": "L22M4PC1 Laptop Battery Replacement for Lenovo Legion Pro 7 16IRX8 16IRX8H Series Notebook SB11K38958 5B11K38950 L22D4PC1 SB11K38962 5B11K38957 Black 15.52V 99.9Wh 6440mAh", "asin": "B0CDPRM1F7", "price": "$69.99", "delivery": "FREE delivery Wed, Apr 16 Only 8 left in stock - order soon."},
{"title": "ASODI L17M3PG1 Laptop Battery Compatible with Legion Y530-15ICH Y545-PG0 Y540-15IRH Y7000P Y7000 Y7000-2019-PG Series L17C3PG1 L17L3PG1 L17M3PG2 L17C3PG2 11.34V 52.5Wh 4630mAh", "asin": "B09PH8TQHQ", "price": "$41.74", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "L17C3PG2 Battery Compatible with Lenovo Legion Y7000 Y7000-1060 Y7000P Y530 Y530-15ICH Y540 Y730 Y740 Y740-15ICH Series Notebook L17M3PG2 L17M3PG1 L17C3PG1 L17L3PG1 L17M3PG3", "asin": "B0CLNXDC7M", "price": "$29.93", "delivery": "FREE delivery Wed, Apr 16 Only 16 left in stock - order soon."},
{"title": "ANTIEE L20C4PC1 L20D4PC1 L20M4PC1 Laptop Battery for Lenovo Legion 5 Pro-16ACH6 16ACH6H 16ITH6H 16ITH6 Legion 5-15ITH6 15ITH6H 15ACH6A 15ACH6 15ACH6H Legion 7-16ITHg6 16ACHg6 Series 15.36V 80Wh", "asin": "B0CDFQJZV8", "price": "$49.99", "delivery": " Two-Day FREE delivery Tue, Apr 15 Only 2 left in stock - order soon."},
{"title": "ANTIEE L19C4PC3 L19M4PC3 Laptop Battery Replacement for Lenovo Legion S7-15IMH5 82BC S7-15ARH5 82HM, Legion Y9000 R9000X 2021 Series Notebook SB10Z49582 5B10Z49583 SB10Z49580 5B10Z49581 71Wh 4623mAh", "asin": "B0CKXB55H9", "price": "$45.88", "delivery": "FREE delivery Thu, Apr 17 for Prime members Only 1 left in stock - order soon."},
{"title": "L21M4PE1 Laptop Battery Replacement for Lenovo Legion S7 16IAH7 82TF, Legion S7 16ARHA7 82UG, Yoga 7 16IAH7 82UF Series L21C4PE1 L21B4PE1 15.52V 99.99Wh 6443mAh", "asin": "B0D5L1SVHC", "price": "$45.99", "delivery": "FREE delivery Fri, Apr 18 for Prime members Only 7 left in stock - order soon."},
{"title": "ANTIEE 71WH L20M4PD3 L20L4PD3 Laptop Battery for Lenovo Legion S7-15ACH6 82K8 S7-16IAH7 82TF S7-16ARHA7 82UG,Slim 7 15ACH6 82K8 Gen 6 (15 inch) Gaming,ThinkBook 16p Gen 2 R9000X 2021R 20YM G3 ARH 21EK", "asin": "B0CR3LZXRK", "price": "$41.33", "delivery": "FREE delivery Sat, Apr 19 for Prime members Only 4 left in stock - order soon."},
{"title": "ASODI L20C4PC1 Laptop Battery Compatible with Lenovo Legion 5 Pro-16ACH6 16ACH6H 16ITH6 16ITH6H Legion 7-16ITHg6 16ACHg6 Legion 5-15ITH6 15ITH6H 15ACH6 15ACH6A 15ACH6H Series L20D4PC1 L20M4PC1", "asin": "B0B15BD2F7", "price": "$45.74", "delivery": " Two-Day FREE delivery Tue, Apr 15 Only 20 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": "2025-04-14T06:07:14.714Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-14T06:07:14.714Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T06:07:14.714Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 143,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"lenovo legion r7000p battery\"}],\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\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"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\": \"$20.99\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$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\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"65W AC Laptop Charger for Lenovo IdeaPad Flex 3 5 14iwl Series l340 S340 510s 120s S145 110 110s 130s 330S 510 Laptop Adapter Power Supply Cord\", \"asin\": \"B07ZRBTLRN\"},\n{\"title\": \"LQM\\u00ae New VV0NF Laptop Battery for Dell Latitude E5540 E5440 0M7T5F F49WX NVWGM 0K8HC 1N9C0 7W6K0 CXF66 WGCW6 [11.1V 65Wh]\", \"asin\": \"B01F4OOFL6\"}],\n\"search_results\": [{\"title\": \"Dentsing L17M3PG1 L17L3PG1 L17C3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y540 Y545-PG0 Y740-15IRH Y740-15ICHG Legion Y7000 2019 1050 PG0 Y7000P-1060 Series L17M3PG3 11.25V/52.5Wh\", \"asin\": \"B07QX7XHC9\", \"price\": \"$41.74\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"L17M3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y7000 2019 1050 Y7000-2019-PG0 Y540-15IRH-PG0 Y7000P Series Notebook L17L3PG1 L17M3PG3 L17C3PG1 11.25V 52.5Wh\", \"asin\": \"B083LQHCZL\", \"price\": \"$42.74\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"ZTHY L20C4PC0 L20D4PC0 Laptop Battery Replacement for Lenovo Legion 5-15ACH6 5-15ACH6A 5-15ACH6H 5-15IAH7 5-15IAH7H 5-15ITH6 5-15ITH6H Ideapad Gaming 3-15ACH6 Series L20L4PC0 L20M4PC0 15.36V 60Wh\", \"asin\": \"B0DC6S2X9B\", \"price\": \"$42.22\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"ZAHARA CR2016 CMOS Battery for Lenovo Legion 5-15 Legion 5-17 Legion 5P-15 Legion 5 Pro-16 Legion Pro 7-16 Legion 7-16 Slim 7 Prox 14 Legion Slim 5-14 5B10S34077 5B10S34078 GC000000M00 GC000000N00\", \"asin\": \"B0D8BL99TH\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"L14M3P24 L14S3P24 Laptop Battery Compatible with Lenovo Legion Y520-15IKBA Y520-15IKBM Y520-15IKBN IdeaPad Y700-14ISK 700-15ISK 700-17ISK Series L14M3P24 L14S3P24 5B10H41181 L16M3P24 45Wh 11.25V\", \"asin\": \"B084G1WFBM\", \"price\": \"$43.74\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM Only 12 left in stock - order soon.\"},\n{\"title\": \"Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y7000 2019 1050 Y7000-2019-PG0 Y540-15IRH-PG0 Y540-17IRH-PG0 Y7000P Series Notebook L17L3PG1 L17M3PG3 L17C3PG1 L17M3PG1\", \"asin\": \"B0D8KPJQ8R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"L14M3P24 5B10H41181 5B10H41180 Laptop Battery Replacement for Lenovo IdeaPad Y700-14ISK 700-15ISK Legion Y520-15IKBA Y520-15IKBM Y520-15IKBN Series L14S3P24 L16S3P24 L16M3P24 11.1V 45Wh\", \"asin\": \"B0728MYQYP\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"L22M4PA0 Laptop Battery Replacement for Lenovo Legion Slim 5 16APH8 16IRH8 LOQ 15APH8 15IRH8 16APH8 16IRH8 IdeaPad 1 15IAU7 Series SB11K38532 5B11K38526 L22B4PA0 L22X4PA0 L22D4PA0 15.44V 60Wh\", \"asin\": \"B0CSD9VY1Q\", \"price\": \"$58.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 18 left in stock - order soon.\"},\n{\"title\": \"L22M4PC1 Laptop Battery Replacement for Lenovo Legion Pro 7 16IRX8 16IRX8H Series Notebook SB11K38958 5B11K38950 L22D4PC1 SB11K38962 5B11K38957 Black 15.52V 99.9Wh 6440mAh\", \"asin\": \"B0CDPRM1F7\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 8 left in stock - order soon.\"},\n{\"title\": \"ASODI L17M3PG1 Laptop Battery Compatible with Legion Y530-15ICH Y545-PG0 Y540-15IRH Y7000P Y7000 Y7000-2019-PG Series L17C3PG1 L17L3PG1 L17M3PG2 L17C3PG2 11.34V 52.5Wh 4630mAh\", \"asin\": \"B09PH8TQHQ\", \"price\": \"$41.74\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"L17C3PG2 Battery Compatible with Lenovo Legion Y7000 Y7000-1060 Y7000P Y530 Y530-15ICH Y540 Y730 Y740 Y740-15ICH Series Notebook L17M3PG2 L17M3PG1 L17C3PG1 L17L3PG1 L17M3PG3\", \"asin\": \"B0CLNXDC7M\", \"price\": \"$29.93\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 16 left in stock - order soon.\"},\n{\"title\": \"ANTIEE L20C4PC1 L20D4PC1 L20M4PC1 Laptop Battery for Lenovo Legion 5 Pro-16ACH6 16ACH6H 16ITH6H 16ITH6 Legion 5-15ITH6 15ITH6H 15ACH6A 15ACH6 15ACH6H Legion 7-16ITHg6 16ACHg6 Series 15.36V 80Wh\", \"asin\": \"B0CDFQJZV8\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 2 left in stock - order soon.\"},\n{\"title\": \"ANTIEE L19C4PC3 L19M4PC3 Laptop Battery Replacement for Lenovo Legion S7-15IMH5 82BC S7-15ARH5 82HM, Legion Y9000 R9000X 2021 Series Notebook SB10Z49582 5B10Z49583 SB10Z49580 5B10Z49581 71Wh 4623mAh\", \"asin\": \"B0CKXB55H9\", \"price\": \"$45.88\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"L21M4PE1 Laptop Battery Replacement for Lenovo Legion S7 16IAH7 82TF, Legion S7 16ARHA7 82UG, Yoga 7 16IAH7 82UF Series L21C4PE1 L21B4PE1 15.52V 99.99Wh 6443mAh\", \"asin\": \"B0D5L1SVHC\", \"price\": \"$45.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members Only 7 left in stock - order soon.\"},\n{\"title\": \"ANTIEE 71WH L20M4PD3 L20L4PD3 Laptop Battery for Lenovo Legion S7-15ACH6 82K8 S7-16IAH7 82TF S7-16ARHA7 82UG,Slim 7 15ACH6 82K8 Gen 6 (15 inch) Gaming,ThinkBook 16p Gen 2 R9000X 2021R 20YM G3 ARH 21EK\", \"asin\": \"B0CR3LZXRK\", \"price\": \"$41.33\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members Only 4 left in stock - order soon.\"},\n{\"title\": \"ASODI L20C4PC1 Laptop Battery Compatible with Lenovo Legion 5 Pro-16ACH6 16ACH6H 16ITH6 16ITH6H Legion 7-16ITHg6 16ACHg6 Legion 5-15ITH6 15ITH6H 15ACH6 15ACH6A 15ACH6H Series L20D4PC1 L20M4PC1\", \"asin\": \"B0B15BD2F7\", \"price\": \"$45.74\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 20 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\": \"2025-04-14T06:07:14.714Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"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\": \"lenovo legion r7000p battery\"}],\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\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"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\": \"$20.99\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$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\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"GHU New Battery 70+ 48 WH 0A36302 0A36303 45N1001 Compatible with Lenovo Thinkpad T410 T420 T430 T510 W530 W510 W520 L410 L420 L430 42T4751 45N1005 42T4235 45N1011 42T4757 42T4737 42T4753 42T4791.\\\" Rated 4.2 out of 5 stars by 372 reviews. Eligible for Prime.\", \"asin\": \"B073GVMTLK\"},\n{\"title\": \"Go to detail page for \\\"GHU New 94 Wh Laptop Battery 0A36303 0A36302 45N1001 70++ Compatible for Lenovo Thinkpad T410 T420 T420i T430 L410 L412 L520 L530 E420 E425 E520 E525 SL410 Sl510 Replacement for 45N1005 45N1007.\\\" Rated 4.2 out of 5 stars by 372 reviews. Eligible for Prime.\", \"asin\": \"B073GTDJSM\"},\n{\"title\": \"Go to detail page for \\\"GHU New Battery 70+ 48 WH Replacement for 0A36302 0A36303 45N1001 42T4733 Compatible with Lenovo Thinkpad T410 T420 T430 W530 W510 W520 L410 T530 L420 L430 42T4235 42T4731 42T4757 42T4737 42T4753.\\\" Rated 4.2 out of 5 stars by 372 reviews. Eligible for Prime.\", \"asin\": \"B01NBPOSJD\"}],\n\"search_results\": [{\"title\": \"L17M3PG2 L17M3PG1 Laptop Battery for Lenovo Legion Y530-15ICH Y540-15IRH-PG0 Y540-17IRH Y545-PG0 Y740-15IRH Y740-15ICHG Legion Y7000 2019 1050 PG0 Y7000P-1060 L17L3PG1 L17C3PG1 L17C3PG2\", \"asin\": \"B0CNBG3N9X\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 6 left in stock - order soon.\"},\n{\"title\": \"Dentsing L17M3PG1 L17L3PG1 L17C3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y540 Y545-PG0 Y740-15IRH Y740-15ICHG Legion Y7000 2019 1050 PG0 Y7000P-1060 Series L17M3PG3 11.25V/52.5Wh\", \"asin\": \"B07QX7XHC9\", \"price\": \"$41.74\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"ASODI L19C4PC1 L19M4PC1 80Wh Laptop Battery Compatible with Lenovo Legion 5P-15IMH05 5-15IMH05 5-15ARH05 Legion Y7000P R7000P 2020 Series SB10W86193 SB10W86198 5B10W86192 5B10W86188 5B10W86194\", \"asin\": \"B09PFXCWYH\", \"price\": \"$46.22\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 8 left in stock - order soon.\"},\n{\"title\": \"ASODI L19C4PC1 L19M4PC1 80Wh Laptop Battery Compatible with Lenovo Legion 5P-15IMH05 Legion 5-15IMH05 5-15ARH05 Series SB10W86193 SB10W86198 5B10W86192 5B10W86188 5B10W86194 80Wh\", \"asin\": \"B09N39XG46\", \"price\": \"$46.74\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 5 left in stock - order soon.\"},\n{\"title\": \"Dentsing L17M3PG1 L17L3PG1 L17C3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y540 Y545-PG0 Y740-15IRH Y740-15ICHG Legion Y7000 2019 1050 PG0 Y7000P-1060 Series L17M3PG3 11.25V/52.5Wh\", \"asin\": \"B07QX7XHC9\", \"price\": \"$41.74\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Dentsing L19C4PC1 Laptop Battery Compatible with Lenovo Legion Lenovo Legion 5P-15IMH05 5P-15IMH05H 5P-15ARH05H 5-15IMH05 5-15IMH05H 5-15ARH05 Series Notebook L19M4PC1 L19M4PC0 5B10W86194 5B10W86192\", \"asin\": \"B07MM9YFS1\", \"price\": \"$45.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM Only 10 left in stock - order soon.\"},\n{\"title\": \"LENOVO 11.4V 24Wh 68 3-Cell Li-ion Battery 0C52861 45N1124 45N1775 45N1126 45N1127 For Lenovo ThinkPad X240 X240S X250 X260 X270 T440 T440S T450 T450S T460 T460P T470P T550 T560 W550 L450 L460 Laptops\", \"asin\": \"B0757NM7ZS\", \"price\": \"$47.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Dentsing L22B4PA0 15.44V 60Wh Laptop Battery for Lenovo Legion Slim 5 16APH8 16IRH8 Series 5B11K38530 SB11K38532 5B11K38526 SB11K38527 5B11K38529 SB11K38533\", \"asin\": \"B0DGLJWVCY\", \"price\": \"$60.69\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 8 left in stock - order soon.\"},\n{\"title\": \"L17M3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y7000 2019 1050 Y7000-2019-PG0 Y540-15IRH-PG0 Y7000P Series Notebook L17L3PG1 L17M3PG3 L17C3PG1 11.25V 52.5Wh\", \"asin\": \"B083LQHCZL\", \"price\": \"$42.74\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"L14M3P24 L14S3P24 Laptop Battery Compatible with Lenovo Legion Y520-15IKBA Y520-15IKBM Y520-15IKBN IdeaPad Y700-14ISK 700-15ISK 700-17ISK Series L14M3P24 L14S3P24 5B10H41181 L16M3P24 45Wh 11.25V\", \"asin\": \"B084G1WFBM\", \"price\": \"$43.74\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM Only 12 left in stock - order soon.\"},\n{\"title\": \"Dentsing L19C4PC1 L19M4PC1 Laptop Battery Compatible with Lenovo Legion 5-15IMH05 5P-15IMH05 5P-15IMH05H 5P-15ARH05H 5-15IMH05H 5-15ARH05 Series Notebook L19M4PC0 5B10W86194 5B10W86192 SB10W86193\", \"asin\": \"B08MWGDZYC\", \"price\": \"$45.69\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 3 left in stock - order soon.\"},\n{\"title\": \"L14M3P24 5B10H41181 5B10H41180 Laptop Battery Replacement for Lenovo IdeaPad Y700-14ISK 700-15ISK Legion Y520-15IKBA Y520-15IKBM Y520-15IKBN Series L14S3P24 L16S3P24 L16M3P24 11.1V 45Wh\", \"asin\": \"B0728MYQYP\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Dentsing 80Wh 5182mAh L23M4PK5 Laptop Battery Compatible with Lenovo Legion 5i(16 Gen 9) / Y7000P IRX9 2024 Series Notebook L23B4PK5 L23C4PK5 L23D4PK5 L23L4PK5\", \"asin\": \"B07WSQ6PVD\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 7 left in stock - order soon.\"},\n{\"title\": \"Dentsing L19C4PC1 Laptop Battery Compatible with Lenovo Legion Lenovo Legion 5P-15IMH05 5P-15IMH05H 5P-15ARH05H 5-15IMH05 5-15IMH05H 5-15ARH05 Series Notebook L19M4PC1 L19M4PC0 5B10W86194 5B10W86192\", \"asin\": \"B07MM9YFS1\", \"price\": \"$45.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM Only 10 left in stock - order soon.\"},\n{\"title\": \"L20C4PC0 Laptop Battery Compatible with Lenovo Legion 5 Gaming 15.6 inch 5-15ACH6 Model 82JW0012US 82JW00BDUS Series SB11B48820 5B11B48827 L20M4PC0 SB11B48831 5B11B48816 L20D4PC0 L20L4PC0\", \"asin\": \"B0CDM6Z5PW\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 15 left in stock - order soon.\"},\n{\"title\": \"L19C4PC1 L19M4PC1 80Wh Laptop Battery for Lenovo Legion 5P-15IMH05 5P-15ARH05H Legion 5-15IMH05 5-15ARH05 Legion Y7000P R7000P 2020 Series L19C4PC0 L19M4PC0 5B10W86192 5B10W86194 5B10W86195 5B10W86196\", \"asin\": \"B099N3THG3\", \"price\": \"$39.99\", \"delivery\": \"$11.98 delivery Apr 23 - May 5\"},\n{\"title\": \"ZTHY L20C4PC0 L20D4PC0 Laptop Battery Replacement for Lenovo Legion 5-15ACH6 5-15ACH6A 5-15ACH6H 5-15IAH7 5-15IAH7H 5-15ITH6 5-15ITH6H Ideapad Gaming 3-15ACH6 Series L20L4PC0 L20M4PC0 15.36V 60Wh\", \"asin\": \"B0DC6S2X9B\", \"price\": \"$42.22\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"L19C4PC1 L19M4PC1 80Wh Laptop Battery Compatible with Lenovo Legion 5P-15IMH05 Legion 5-15IMH05 5-15ARH05 Series SB10W86193 SB10W86198 5B10W86192 5B10W86188 5B10W86194 80Wh\", \"asin\": \"B08J7V9V8G\", \"price\": \"$43.19\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"L19M4PC1 L19C4PC1 Laptop Battery Replacement for Lenovo Legion 5P-15IMH05 Legion 5-15IMH05 5-15ARH05 Series SB10W86193 SB10W86198 5B10W86192 5B10W86188 5B10W86194 15.36V 80Wh 5335mAh\", \"asin\": \"B0CVMZCQKN\", \"price\": \"$42.74\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 13 left in stock - order soon.\"},\n{\"title\": \"ASODI L19C4PC0 5B10W86196 60Wh Laptop Battery Compatible with Lenovo Legion 5P-15IMH05 Legion 5-15IMH05 5-15ARH05 Series L19C4PC1 5B10W86194 L19M4PC1 5B10W86192 L19M4PC0 5B10W86195 4010mAh\", \"asin\": \"B09PFY1LJK\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members Only 7 left in stock - order soon.\"},\n{\"title\": \"ZAHARA CR2016 CMOS Battery for Lenovo Legion 5-15 Legion 5-17 Legion 5P-15 Legion 5 Pro-16 Legion Pro 7-16 Legion 7-16 Slim 7 Prox 14 Legion Slim 5-14 5B10S34077 5B10S34078 GC000000M00 GC000000N00\", \"asin\": \"B0D8BL99TH\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"ASODI L17M3PG1 Laptop Battery Compatible with Legion Y530-15ICH Y545-PG0 Y540-15IRH Y7000P Y7000 Y7000-2019-PG Series L17C3PG1 L17L3PG1 L17M3PG2 L17C3PG2 11.34V 52.5Wh 4630mAh\", \"asin\": \"B09PH8TQHQ\", \"price\": \"$41.74\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"L20M4PC0 Laptop Battery Compatible with Lenovo Ideapad Gaming 3-15ACH6 Legion 5-15ITH6 15ITH6H 15ACH6 15ACH6A 15ACH6H Series 5B11B48816 L20D4PC0 5B11B48819 L20C4PC0 5B11B48827 L20L4PC0 60Wh\", \"asin\": \"B084JPJMXK\", \"price\": \"$40.74\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 20 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\": \"2025-04-14T06:07:27.665Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T06:07:27.665Z
|
click_product
|
B09N39XG46
|
rule
|
train
| 144 |
2025-04-14T06:07:27.665Z
|
click_product
|
B09N39XG46
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"}
{"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"}
{"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"}
{"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"}
{"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"}
{"timestamp": "2025-04-14T06:07:14.714Z", "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": "lenovo legion r7000p battery"}],
"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": "$207.99", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "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": "$20.99", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$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": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"ads": [{"title": "Go to detail page for \"GHU New Battery 70+ 48 WH 0A36302 0A36303 45N1001 Compatible with Lenovo Thinkpad T410 T420 T430 T510 W530 W510 W520 L410 L420 L430 42T4751 45N1005 42T4235 45N1011 42T4757 42T4737 42T4753 42T4791.\" Rated 4.2 out of 5 stars by 372 reviews. Eligible for Prime.", "asin": "B073GVMTLK"},
{"title": "Go to detail page for \"GHU New 94 Wh Laptop Battery 0A36303 0A36302 45N1001 70++ Compatible for Lenovo Thinkpad T410 T420 T420i T430 L410 L412 L520 L530 E420 E425 E520 E525 SL410 Sl510 Replacement for 45N1005 45N1007.\" Rated 4.2 out of 5 stars by 372 reviews. Eligible for Prime.", "asin": "B073GTDJSM"},
{"title": "Go to detail page for \"GHU New Battery 70+ 48 WH Replacement for 0A36302 0A36303 45N1001 42T4733 Compatible with Lenovo Thinkpad T410 T420 T430 W530 W510 W520 L410 T530 L420 L430 42T4235 42T4731 42T4757 42T4737 42T4753.\" Rated 4.2 out of 5 stars by 372 reviews. Eligible for Prime.", "asin": "B01NBPOSJD"}],
"search_results": [{"title": "L17M3PG2 L17M3PG1 Laptop Battery for Lenovo Legion Y530-15ICH Y540-15IRH-PG0 Y540-17IRH Y545-PG0 Y740-15IRH Y740-15ICHG Legion Y7000 2019 1050 PG0 Y7000P-1060 L17L3PG1 L17C3PG1 L17C3PG2", "asin": "B0CNBG3N9X", "price": "$42.99", "delivery": "FREE delivery Wed, Apr 16 Only 6 left in stock - order soon."},
{"title": "Dentsing L17M3PG1 L17L3PG1 L17C3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y540 Y545-PG0 Y740-15IRH Y740-15ICHG Legion Y7000 2019 1050 PG0 Y7000P-1060 Series L17M3PG3 11.25V/52.5Wh", "asin": "B07QX7XHC9", "price": "$41.74", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "ASODI L19C4PC1 L19M4PC1 80Wh Laptop Battery Compatible with Lenovo Legion 5P-15IMH05 5-15IMH05 5-15ARH05 Legion Y7000P R7000P 2020 Series SB10W86193 SB10W86198 5B10W86192 5B10W86188 5B10W86194", "asin": "B09PFXCWYH", "price": "$46.22", "delivery": " Two-Day FREE delivery Tue, Apr 15 Only 8 left in stock - order soon."},
{"title": "ASODI L19C4PC1 L19M4PC1 80Wh Laptop Battery Compatible with Lenovo Legion 5P-15IMH05 Legion 5-15IMH05 5-15ARH05 Series SB10W86193 SB10W86198 5B10W86192 5B10W86188 5B10W86194 80Wh", "asin": "B09N39XG46", "price": "$46.74", "delivery": "FREE delivery Thu, Apr 17 for Prime members Only 5 left in stock - order soon."},
{"title": "Dentsing L17M3PG1 L17L3PG1 L17C3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y540 Y545-PG0 Y740-15IRH Y740-15ICHG Legion Y7000 2019 1050 PG0 Y7000P-1060 Series L17M3PG3 11.25V/52.5Wh", "asin": "B07QX7XHC9", "price": "$41.74", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Dentsing L19C4PC1 Laptop Battery Compatible with Lenovo Legion Lenovo Legion 5P-15IMH05 5P-15IMH05H 5P-15ARH05H 5-15IMH05 5-15IMH05H 5-15ARH05 Series Notebook L19M4PC1 L19M4PC0 5B10W86194 5B10W86192", "asin": "B07MM9YFS1", "price": "$45.69", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM Only 10 left in stock - order soon."},
{"title": "LENOVO 11.4V 24Wh 68 3-Cell Li-ion Battery 0C52861 45N1124 45N1775 45N1126 45N1127 For Lenovo ThinkPad X240 X240S X250 X260 X270 T440 T440S T450 T450S T460 T460P T470P T550 T560 W550 L450 L460 Laptops", "asin": "B0757NM7ZS", "price": "$47.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Dentsing L22B4PA0 15.44V 60Wh Laptop Battery for Lenovo Legion Slim 5 16APH8 16IRH8 Series 5B11K38530 SB11K38532 5B11K38526 SB11K38527 5B11K38529 SB11K38533", "asin": "B0DGLJWVCY", "price": "$60.69", "delivery": " Two-Day FREE delivery Tue, Apr 15 Only 8 left in stock - order soon."},
{"title": "L17M3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y7000 2019 1050 Y7000-2019-PG0 Y540-15IRH-PG0 Y7000P Series Notebook L17L3PG1 L17M3PG3 L17C3PG1 11.25V 52.5Wh", "asin": "B083LQHCZL", "price": "$42.74", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "L14M3P24 L14S3P24 Laptop Battery Compatible with Lenovo Legion Y520-15IKBA Y520-15IKBM Y520-15IKBN IdeaPad Y700-14ISK 700-15ISK 700-17ISK Series L14M3P24 L14S3P24 5B10H41181 L16M3P24 45Wh 11.25V", "asin": "B084G1WFBM", "price": "$43.74", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM Only 12 left in stock - order soon."},
{"title": "Dentsing L19C4PC1 L19M4PC1 Laptop Battery Compatible with Lenovo Legion 5-15IMH05 5P-15IMH05 5P-15IMH05H 5P-15ARH05H 5-15IMH05H 5-15ARH05 Series Notebook L19M4PC0 5B10W86194 5B10W86192 SB10W86193", "asin": "B08MWGDZYC", "price": "$45.69", "delivery": "FREE delivery Thu, Apr 17 for Prime members Only 3 left in stock - order soon."},
{"title": "L14M3P24 5B10H41181 5B10H41180 Laptop Battery Replacement for Lenovo IdeaPad Y700-14ISK 700-15ISK Legion Y520-15IKBA Y520-15IKBM Y520-15IKBN Series L14S3P24 L16S3P24 L16M3P24 11.1V 45Wh", "asin": "B0728MYQYP", "price": "$38.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Dentsing 80Wh 5182mAh L23M4PK5 Laptop Battery Compatible with Lenovo Legion 5i(16 Gen 9) / Y7000P IRX9 2024 Series Notebook L23B4PK5 L23C4PK5 L23D4PK5 L23L4PK5", "asin": "B07WSQ6PVD", "price": "$79.99", "delivery": " Two-Day FREE delivery Tue, Apr 15 Only 7 left in stock - order soon."},
{"title": "Dentsing L19C4PC1 Laptop Battery Compatible with Lenovo Legion Lenovo Legion 5P-15IMH05 5P-15IMH05H 5P-15ARH05H 5-15IMH05 5-15IMH05H 5-15ARH05 Series Notebook L19M4PC1 L19M4PC0 5B10W86194 5B10W86192", "asin": "B07MM9YFS1", "price": "$45.69", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM Only 10 left in stock - order soon."},
{"title": "L20C4PC0 Laptop Battery Compatible with Lenovo Legion 5 Gaming 15.6 inch 5-15ACH6 Model 82JW0012US 82JW00BDUS Series SB11B48820 5B11B48827 L20M4PC0 SB11B48831 5B11B48816 L20D4PC0 L20L4PC0", "asin": "B0CDM6Z5PW", "price": "$54.99", "delivery": " Two-Day FREE delivery Tue, Apr 15 Only 15 left in stock - order soon."},
{"title": "L19C4PC1 L19M4PC1 80Wh Laptop Battery for Lenovo Legion 5P-15IMH05 5P-15ARH05H Legion 5-15IMH05 5-15ARH05 Legion Y7000P R7000P 2020 Series L19C4PC0 L19M4PC0 5B10W86192 5B10W86194 5B10W86195 5B10W86196", "asin": "B099N3THG3", "price": "$39.99", "delivery": "$11.98 delivery Apr 23 - May 5"},
{"title": "ZTHY L20C4PC0 L20D4PC0 Laptop Battery Replacement for Lenovo Legion 5-15ACH6 5-15ACH6A 5-15ACH6H 5-15IAH7 5-15IAH7H 5-15ITH6 5-15ITH6H Ideapad Gaming 3-15ACH6 Series L20L4PC0 L20M4PC0 15.36V 60Wh", "asin": "B0DC6S2X9B", "price": "$42.22", "delivery": "FREE delivery Thu, Apr 17 for Prime members Only 2 left in stock - order soon."},
{"title": "L19C4PC1 L19M4PC1 80Wh Laptop Battery Compatible with Lenovo Legion 5P-15IMH05 Legion 5-15IMH05 5-15ARH05 Series SB10W86193 SB10W86198 5B10W86192 5B10W86188 5B10W86194 80Wh", "asin": "B08J7V9V8G", "price": "$43.19", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "L19M4PC1 L19C4PC1 Laptop Battery Replacement for Lenovo Legion 5P-15IMH05 Legion 5-15IMH05 5-15ARH05 Series SB10W86193 SB10W86198 5B10W86192 5B10W86188 5B10W86194 15.36V 80Wh 5335mAh", "asin": "B0CVMZCQKN", "price": "$42.74", "delivery": "FREE delivery Wed, Apr 16 Only 13 left in stock - order soon."},
{"title": "ASODI L19C4PC0 5B10W86196 60Wh Laptop Battery Compatible with Lenovo Legion 5P-15IMH05 Legion 5-15IMH05 5-15ARH05 Series L19C4PC1 5B10W86194 L19M4PC1 5B10W86192 L19M4PC0 5B10W86195 4010mAh", "asin": "B09PFY1LJK", "price": "$44.99", "delivery": "FREE delivery Fri, Apr 18 for Prime members Only 7 left in stock - order soon."},
{"title": "ZAHARA CR2016 CMOS Battery for Lenovo Legion 5-15 Legion 5-17 Legion 5P-15 Legion 5 Pro-16 Legion Pro 7-16 Legion 7-16 Slim 7 Prox 14 Legion Slim 5-14 5B10S34077 5B10S34078 GC000000M00 GC000000N00", "asin": "B0D8BL99TH", "price": "$12.99", "delivery": "FREE delivery Thu, Apr 17 for Prime members Only 2 left in stock - order soon."},
{"title": "ASODI L17M3PG1 Laptop Battery Compatible with Legion Y530-15ICH Y545-PG0 Y540-15IRH Y7000P Y7000 Y7000-2019-PG Series L17C3PG1 L17L3PG1 L17M3PG2 L17C3PG2 11.34V 52.5Wh 4630mAh", "asin": "B09PH8TQHQ", "price": "$41.74", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "L20M4PC0 Laptop Battery Compatible with Lenovo Ideapad Gaming 3-15ACH6 Legion 5-15ITH6 15ITH6H 15ACH6 15ACH6A 15ACH6H Series 5B11B48816 L20D4PC0 5B11B48819 L20C4PC0 5B11B48827 L20L4PC0 60Wh", "asin": "B084JPJMXK", "price": "$40.74", "delivery": "FREE delivery Thu, Apr 17 for Prime members Only 20 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": "2025-04-14T06:07:27.665Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-14T06:07:27.665Z\",\"action\": \"click_product\",\"acion_argument\": \"B09N39XG46\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T06:07:27.665Z\",\"action\": \"click_product\",\"acion_argument\": \"B09N39XG46\",}</answer>",
"index": 144,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"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\": \"lenovo legion r7000p battery\"}],\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\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"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\": \"$20.99\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$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\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"GHU New Battery 70+ 48 WH 0A36302 0A36303 45N1001 Compatible with Lenovo Thinkpad T410 T420 T430 T510 W530 W510 W520 L410 L420 L430 42T4751 45N1005 42T4235 45N1011 42T4757 42T4737 42T4753 42T4791.\\\" Rated 4.2 out of 5 stars by 372 reviews. Eligible for Prime.\", \"asin\": \"B073GVMTLK\"},\n{\"title\": \"Go to detail page for \\\"GHU New 94 Wh Laptop Battery 0A36303 0A36302 45N1001 70++ Compatible for Lenovo Thinkpad T410 T420 T420i T430 L410 L412 L520 L530 E420 E425 E520 E525 SL410 Sl510 Replacement for 45N1005 45N1007.\\\" Rated 4.2 out of 5 stars by 372 reviews. Eligible for Prime.\", \"asin\": \"B073GTDJSM\"},\n{\"title\": \"Go to detail page for \\\"GHU New Battery 70+ 48 WH Replacement for 0A36302 0A36303 45N1001 42T4733 Compatible with Lenovo Thinkpad T410 T420 T430 W530 W510 W520 L410 T530 L420 L430 42T4235 42T4731 42T4757 42T4737 42T4753.\\\" Rated 4.2 out of 5 stars by 372 reviews. Eligible for Prime.\", \"asin\": \"B01NBPOSJD\"}],\n\"search_results\": [{\"title\": \"L17M3PG2 L17M3PG1 Laptop Battery for Lenovo Legion Y530-15ICH Y540-15IRH-PG0 Y540-17IRH Y545-PG0 Y740-15IRH Y740-15ICHG Legion Y7000 2019 1050 PG0 Y7000P-1060 L17L3PG1 L17C3PG1 L17C3PG2\", \"asin\": \"B0CNBG3N9X\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 6 left in stock - order soon.\"},\n{\"title\": \"Dentsing L17M3PG1 L17L3PG1 L17C3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y540 Y545-PG0 Y740-15IRH Y740-15ICHG Legion Y7000 2019 1050 PG0 Y7000P-1060 Series L17M3PG3 11.25V/52.5Wh\", \"asin\": \"B07QX7XHC9\", \"price\": \"$41.74\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"ASODI L19C4PC1 L19M4PC1 80Wh Laptop Battery Compatible with Lenovo Legion 5P-15IMH05 5-15IMH05 5-15ARH05 Legion Y7000P R7000P 2020 Series SB10W86193 SB10W86198 5B10W86192 5B10W86188 5B10W86194\", \"asin\": \"B09PFXCWYH\", \"price\": \"$46.22\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 8 left in stock - order soon.\"},\n{\"title\": \"ASODI L19C4PC1 L19M4PC1 80Wh Laptop Battery Compatible with Lenovo Legion 5P-15IMH05 Legion 5-15IMH05 5-15ARH05 Series SB10W86193 SB10W86198 5B10W86192 5B10W86188 5B10W86194 80Wh\", \"asin\": \"B09N39XG46\", \"price\": \"$46.74\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 5 left in stock - order soon.\"},\n{\"title\": \"Dentsing L17M3PG1 L17L3PG1 L17C3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y540 Y545-PG0 Y740-15IRH Y740-15ICHG Legion Y7000 2019 1050 PG0 Y7000P-1060 Series L17M3PG3 11.25V/52.5Wh\", \"asin\": \"B07QX7XHC9\", \"price\": \"$41.74\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Dentsing L19C4PC1 Laptop Battery Compatible with Lenovo Legion Lenovo Legion 5P-15IMH05 5P-15IMH05H 5P-15ARH05H 5-15IMH05 5-15IMH05H 5-15ARH05 Series Notebook L19M4PC1 L19M4PC0 5B10W86194 5B10W86192\", \"asin\": \"B07MM9YFS1\", \"price\": \"$45.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM Only 10 left in stock - order soon.\"},\n{\"title\": \"LENOVO 11.4V 24Wh 68 3-Cell Li-ion Battery 0C52861 45N1124 45N1775 45N1126 45N1127 For Lenovo ThinkPad X240 X240S X250 X260 X270 T440 T440S T450 T450S T460 T460P T470P T550 T560 W550 L450 L460 Laptops\", \"asin\": \"B0757NM7ZS\", \"price\": \"$47.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Dentsing L22B4PA0 15.44V 60Wh Laptop Battery for Lenovo Legion Slim 5 16APH8 16IRH8 Series 5B11K38530 SB11K38532 5B11K38526 SB11K38527 5B11K38529 SB11K38533\", \"asin\": \"B0DGLJWVCY\", \"price\": \"$60.69\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 8 left in stock - order soon.\"},\n{\"title\": \"L17M3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y7000 2019 1050 Y7000-2019-PG0 Y540-15IRH-PG0 Y7000P Series Notebook L17L3PG1 L17M3PG3 L17C3PG1 11.25V 52.5Wh\", \"asin\": \"B083LQHCZL\", \"price\": \"$42.74\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"L14M3P24 L14S3P24 Laptop Battery Compatible with Lenovo Legion Y520-15IKBA Y520-15IKBM Y520-15IKBN IdeaPad Y700-14ISK 700-15ISK 700-17ISK Series L14M3P24 L14S3P24 5B10H41181 L16M3P24 45Wh 11.25V\", \"asin\": \"B084G1WFBM\", \"price\": \"$43.74\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM Only 12 left in stock - order soon.\"},\n{\"title\": \"Dentsing L19C4PC1 L19M4PC1 Laptop Battery Compatible with Lenovo Legion 5-15IMH05 5P-15IMH05 5P-15IMH05H 5P-15ARH05H 5-15IMH05H 5-15ARH05 Series Notebook L19M4PC0 5B10W86194 5B10W86192 SB10W86193\", \"asin\": \"B08MWGDZYC\", \"price\": \"$45.69\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 3 left in stock - order soon.\"},\n{\"title\": \"L14M3P24 5B10H41181 5B10H41180 Laptop Battery Replacement for Lenovo IdeaPad Y700-14ISK 700-15ISK Legion Y520-15IKBA Y520-15IKBM Y520-15IKBN Series L14S3P24 L16S3P24 L16M3P24 11.1V 45Wh\", \"asin\": \"B0728MYQYP\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Dentsing 80Wh 5182mAh L23M4PK5 Laptop Battery Compatible with Lenovo Legion 5i(16 Gen 9) / Y7000P IRX9 2024 Series Notebook L23B4PK5 L23C4PK5 L23D4PK5 L23L4PK5\", \"asin\": \"B07WSQ6PVD\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 7 left in stock - order soon.\"},\n{\"title\": \"Dentsing L19C4PC1 Laptop Battery Compatible with Lenovo Legion Lenovo Legion 5P-15IMH05 5P-15IMH05H 5P-15ARH05H 5-15IMH05 5-15IMH05H 5-15ARH05 Series Notebook L19M4PC1 L19M4PC0 5B10W86194 5B10W86192\", \"asin\": \"B07MM9YFS1\", \"price\": \"$45.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM Only 10 left in stock - order soon.\"},\n{\"title\": \"L20C4PC0 Laptop Battery Compatible with Lenovo Legion 5 Gaming 15.6 inch 5-15ACH6 Model 82JW0012US 82JW00BDUS Series SB11B48820 5B11B48827 L20M4PC0 SB11B48831 5B11B48816 L20D4PC0 L20L4PC0\", \"asin\": \"B0CDM6Z5PW\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 15 left in stock - order soon.\"},\n{\"title\": \"L19C4PC1 L19M4PC1 80Wh Laptop Battery for Lenovo Legion 5P-15IMH05 5P-15ARH05H Legion 5-15IMH05 5-15ARH05 Legion Y7000P R7000P 2020 Series L19C4PC0 L19M4PC0 5B10W86192 5B10W86194 5B10W86195 5B10W86196\", \"asin\": \"B099N3THG3\", \"price\": \"$39.99\", \"delivery\": \"$11.98 delivery Apr 23 - May 5\"},\n{\"title\": \"ZTHY L20C4PC0 L20D4PC0 Laptop Battery Replacement for Lenovo Legion 5-15ACH6 5-15ACH6A 5-15ACH6H 5-15IAH7 5-15IAH7H 5-15ITH6 5-15ITH6H Ideapad Gaming 3-15ACH6 Series L20L4PC0 L20M4PC0 15.36V 60Wh\", \"asin\": \"B0DC6S2X9B\", \"price\": \"$42.22\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"L19C4PC1 L19M4PC1 80Wh Laptop Battery Compatible with Lenovo Legion 5P-15IMH05 Legion 5-15IMH05 5-15ARH05 Series SB10W86193 SB10W86198 5B10W86192 5B10W86188 5B10W86194 80Wh\", \"asin\": \"B08J7V9V8G\", \"price\": \"$43.19\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"L19M4PC1 L19C4PC1 Laptop Battery Replacement for Lenovo Legion 5P-15IMH05 Legion 5-15IMH05 5-15ARH05 Series SB10W86193 SB10W86198 5B10W86192 5B10W86188 5B10W86194 15.36V 80Wh 5335mAh\", \"asin\": \"B0CVMZCQKN\", \"price\": \"$42.74\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 13 left in stock - order soon.\"},\n{\"title\": \"ASODI L19C4PC0 5B10W86196 60Wh Laptop Battery Compatible with Lenovo Legion 5P-15IMH05 Legion 5-15IMH05 5-15ARH05 Series L19C4PC1 5B10W86194 L19M4PC1 5B10W86192 L19M4PC0 5B10W86195 4010mAh\", \"asin\": \"B09PFY1LJK\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members Only 7 left in stock - order soon.\"},\n{\"title\": \"ZAHARA CR2016 CMOS Battery for Lenovo Legion 5-15 Legion 5-17 Legion 5P-15 Legion 5 Pro-16 Legion Pro 7-16 Legion 7-16 Slim 7 Prox 14 Legion Slim 5-14 5B10S34077 5B10S34078 GC000000M00 GC000000N00\", \"asin\": \"B0D8BL99TH\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"ASODI L17M3PG1 Laptop Battery Compatible with Legion Y530-15ICH Y545-PG0 Y540-15IRH Y7000P Y7000 Y7000-2019-PG Series L17C3PG1 L17L3PG1 L17M3PG2 L17C3PG2 11.34V 52.5Wh 4630mAh\", \"asin\": \"B09PH8TQHQ\", \"price\": \"$41.74\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"L20M4PC0 Laptop Battery Compatible with Lenovo Ideapad Gaming 3-15ACH6 Legion 5-15ITH6 15ITH6H 15ACH6 15ACH6A 15ACH6H Series 5B11B48816 L20D4PC0 5B11B48819 L20C4PC0 5B11B48827 L20L4PC0 60Wh\", \"asin\": \"B084JPJMXK\", \"price\": \"$40.74\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 20 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\": \"2025-04-14T06:07:27.665Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"lenovo legion r7000p battery\"}],\n\"product_details\": [{\"asin\": \"B09N39XG46\"},\n{\"title\": \"ASODI L19C4PC1 L19M4PC1 80Wh Laptop Battery Compatible with Lenovo Legion 5P-15IMH05 Legion 5-15IMH05 5-15ARH05 Series SB10W86193 SB10W86198 5B10W86192 5B10W86188 5B10W86194 80Wh\"},\n{\"price\": \"$46.74\"},\n{\"bullet_list\": \"<1>Model: L19C4PC1 . Voltage: 15.4V . Capacity: 80Wh/5335mAh . Color: Black . 100% brand new. (Please open the back case of your laptop and check out the exact part number of your laptop's original battery Before placing your order) <2>Compatible Models: for Lenovo Legion Y7000P 2020 Series, Lenovo Legion Y7000P 2020H Series, Lenovo Legion R7000P 2020 Series, Lenovo Legion R7000P 2020H Series, Lenovo Legion 5-15IMH05 5-15IMH05H Series, Lenovo Legion 5-15ARH05 5-15ARH05H Series, Lenovo Legion 5P-15IMH05 5P-15IMH05H Series. <3>Compatible P/N: L19C4PC1 L19M4PC1 SB10W86193 SB10W86198 5B10W86192 5B10W86188 5B10W86194 <4>After-sale Warranty: We guarantee 30 days money-back and 12-month warranty; 24 x 7 email support. (Important Note: Amazon return windows will close after one month, don\\u2019t worry about it, you can click on seller store on right corner \\u201cask a question\\u201d and contact seller directly for 12 month warranty.) <5>Quality Assurance: All ASODI products are Certified by CE, FCC for safety. Strict guidelines for compatibility, and standards compliance for environment safety.We specialize in providing quality products from and quality customer service.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"L19C4PC1 80Wh battery\"}],\n\"promotion_items\": [{\"title\": \"L19C4PC0 L19M4PC0 L19L4PC0 L19C4PC1 Laptop Battery 15.36V 60Wh Replacement for Lenovo Legion 5-15IMH05 5-15IMH05H 5-15ARH05 5-15ARH05H 5P-15IMH05 5P-15IMH05H 5P-15ARH05H Series 5B10W86195 5B10W86194\", \"asin\": \"B0DBZHXTH9\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Dentsing L19C4PDC L19L4PDC 71Wh Battery Replacement for Lenovo Ideapad Yoga 7-14ITL5 82BH 7-15ITL5 82BJ 7-14ACN6 Series Laptop L19M4PDC 5B10Z26482 SB10Z26481 5B10Z26485 SB10Z26483\", \"asin\": \"B0DHV5KPDV\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"L17M3PG2 Laptop Battery Replacement for Legion Y7000-2019 Y7000P-1060 Y530-15ICH-10...\", \"asin\": \"B088312W5C\", \"price\": \"$49.27\", \"quantity\": \"\"},\n{\"title\": \"L19C4PDC L19M4PDC L19L4PDC 15.36V 71Wh 4675mAh 4-Cell Laptop Battery Compatible wit...\", \"asin\": \"B09DKW9R31\", \"price\": \"$49.05\", \"quantity\": \"\"},\n{\"title\": \"Dentsing L17M3PG1 L17L3PG1 L17C3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y540 Y545-PG0 Y740-15IRH Y740-15ICHG Legion Y7000 2019 1050 PG0 Y7000P-1060 Series L17M3PG3 11.25V/52.5Wh\", \"asin\": \"B07QX7XHC9\", \"price\": \"$41.74\", \"quantity\": \"\"},\n{\"title\": \"Dentsing L19C4PC1 Laptop Battery Compatible with Lenovo Legion Lenovo Legion 5P-15IMH05 5P-15IMH05H 5P-15ARH05H 5-15IMH05 5-15IMH05H 5-15ARH05 Series Notebook L19M4PC1 L19M4PC0 5B10W86194 5B10W86192\", \"asin\": \"B07MM9YFS1\", \"price\": \"$45.69\", \"quantity\": \"\"},\n{\"title\": \"L19C4PDC L19M4PDC Battery Replacement for Lenovo Ideapad Yoga 7-14ITL5 82BH 7-15ITL...\", \"asin\": \"B0BLJQKPPR\", \"price\": \"$49.05\", \"quantity\": \"\"},\n{\"title\": \"YRDD6 Battery for Dell Inspiron 5591 7586 5491 5481 5482 5485 3310 2-in-1 15 3582 3583 3593 3584 5590 5593 5594 5585 5598 14 3493 5493 5480 3793 Vostro 3491 5481 5581 5490 5590 0YRDD6 01VX1H 0VM732\", \"asin\": \"B0BJ282S44\", \"price\": \"$33.88\", \"quantity\": \"\"},\n{\"title\": \"Dentsing 42Wh YRDD6 Laptop Battery for Dell Inspiron 7586 5482 5485 5491 5591 3310 2-in-1 5593 5591 5480 3493 3582 3583 3584 3593 3793 5493 5585 5590 5594 5598 Vostro 3491 54815490 5581 5590 VM732\", \"asin\": \"B01C9V0002\", \"price\": \"$24.47\", \"quantity\": \"\"},\n{\"title\": \"YRDD6 Laptop Battery for Dell inspiron 15 3000 Series 3583 3593 3582 3584 3501,Dell...\", \"asin\": \"B0DPLY214X\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"L19M4PDC L19L4PDC L19C4PDC 71Wh Battery Replacement for Lenovo Ideapad Yoga 7-15ITL...\", \"asin\": \"B0D56Z16MJ\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"Rapidgiga YRDD6 Laptop Replacement Battery for Dell Inspiron 5485 5491 5493 5584 55...\", \"asin\": \"B09G2M6XM1\", \"price\": \"$25.42\", \"quantity\": \"\"},\n{\"title\": \"L19C4PDC L19M4PDC L19L4PDC 15.36V 71Wh 4675mAh 4-Cell Laptop Battery Compatible wit...\", \"asin\": \"B09DKW9R31\", \"price\": \"$49.05\", \"quantity\": \"\"},\n{\"title\": \"L19M4PDC Laptop Battery Compatible with Lenovo Ideapad Yoga 7-14ITL5 7-15ITL5 Serie...\", \"asin\": \"B0C4JM7P8K\", \"price\": \"$39.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"ASODI L19C4PC1 L19M4PC1 80Wh Laptop Battery Compatible with Lenovo Legion 5P-15IMH05 Legion 5-15IMH05 5-15ARH05 Series SB10W86193 SB10W86198 5B10W86192 5B10W86188 5B10W86194 80Wh\", \"asin\": \"B09N39XG46\", \"price\": \"$46.74\"},\n{\"title\": \"OUWEE L19C4PC1 Laptop Battery Compatible with Lenovo Legion 5P-15IMH05 Legion 5-15IMH05 5-15ARH05 Series L19C4PC0 5B10W86196 L19M4PC0 5B10W86195 L19M4PC1 5B10W86192 5B10W86194 15.4V 80Wh 5335mAh\", \"asin\": \"B08L4JTC79\", \"price\": \"$45.74\"},\n{\"title\": \"Dentsing L19C4PC1 Laptop Battery Compatible with Lenovo Legion Lenovo Legion 5P-15IMH05 5P-15IMH05H 5P-15ARH05H 5-15IMH05 5-15IMH05H 5-15ARH05 Series Notebook L19M4PC1 L19M4PC0 5B10W86194 5B10W86192\", \"asin\": \"B07MM9YFS1\", \"price\": \"$45.69\"},\n{\"title\": \"L20C4PC1 Laptop Battery Compatible with Lenovo Legion 5 Pro-16ACH6 16ACH6H 16ITH6 16ITH6H Legion 5-15ITH6 15ITH6H 15ACH6 15ACH6A 15ACH6H Legion 7-16ITHg6 16ACHg6 Series L20M4PC1 L20D4PC1 80Wh\", \"asin\": \"B07SVP5HPB\", \"price\": \"$47.74\"},\n{\"title\": \"LAQUEENA L20C4PC0 Laptop Battery Compatible with Lenovo Legion 5 Gaming 15.6 inch 5-15ACH6 Model 82JW0012US 82JW00BDUS Series SB11B48820 5B11B48827 L20M4PC0 SB11B48831 5B11B48816 L20D4PC0 L20L4PC0\", \"asin\": \"B0CDM6Z5PW\", \"price\": \"$54.99\"},\n{\"title\": \"EPYOBW L21D4PC1 Laptop Battery 80Wh Compatible with Lenovo Legion 5 15IAH7H 15IAH7 15ARH7H 15ARH7 / Legion 5 Pro 16IAH7H 16ARH7H 16ARH7 16IAH7 Series L21M4PC2 L21B4PC0 L21M4PC3 L21C4PC1\", \"asin\": \"B0CG69KZ69\", \"price\": \"$81.94\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T06:07:31.296Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T06:07:31.296Z
|
click
|
other
|
rule
|
train
| 145 |
2025-04-14T06:07:31.296Z
|
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": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"}
{"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"}
{"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"}
{"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"}
{"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"}
{"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "lenovo legion r7000p battery"}],
"product_details": [{"asin": "B09N39XG46"},
{"title": "ASODI L19C4PC1 L19M4PC1 80Wh Laptop Battery Compatible with Lenovo Legion 5P-15IMH05 Legion 5-15IMH05 5-15ARH05 Series SB10W86193 SB10W86198 5B10W86192 5B10W86188 5B10W86194 80Wh"},
{"price": "$46.74"},
{"bullet_list": "<1>Model: L19C4PC1 . Voltage: 15.4V . Capacity: 80Wh/5335mAh . Color: Black . 100% brand new. (Please open the back case of your laptop and check out the exact part number of your laptop's original battery Before placing your order) <2>Compatible Models: for Lenovo Legion Y7000P 2020 Series, Lenovo Legion Y7000P 2020H Series, Lenovo Legion R7000P 2020 Series, Lenovo Legion R7000P 2020H Series, Lenovo Legion 5-15IMH05 5-15IMH05H Series, Lenovo Legion 5-15ARH05 5-15ARH05H Series, Lenovo Legion 5P-15IMH05 5P-15IMH05H Series. <3>Compatible P/N: L19C4PC1 L19M4PC1 SB10W86193 SB10W86198 5B10W86192 5B10W86188 5B10W86194 <4>After-sale Warranty: We guarantee 30 days money-back and 12-month warranty; 24 x 7 email support. (Important Note: Amazon return windows will close after one month, don\u2019t worry about it, you can click on seller store on right corner \u201cask a question\u201d and contact seller directly for 12 month warranty.) <5>Quality Assurance: All ASODI products are Certified by CE, FCC for safety. Strict guidelines for compatibility, and standards compliance for environment safety.We specialize in providing quality products from and quality customer service."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "L19C4PC1 80Wh battery"}],
"promotion_items": [{"title": "L19C4PC0 L19M4PC0 L19L4PC0 L19C4PC1 Laptop Battery 15.36V 60Wh Replacement for Lenovo Legion 5-15IMH05 5-15IMH05H 5-15ARH05 5-15ARH05H 5P-15IMH05 5P-15IMH05H 5P-15ARH05H Series 5B10W86195 5B10W86194", "asin": "B0DBZHXTH9", "price": "$39.99", "quantity": ""},
{"title": "Dentsing L19C4PDC L19L4PDC 71Wh Battery Replacement for Lenovo Ideapad Yoga 7-14ITL5 82BH 7-15ITL5 82BJ 7-14ACN6 Series Laptop L19M4PDC 5B10Z26482 SB10Z26481 5B10Z26485 SB10Z26483", "asin": "B0DHV5KPDV", "price": "$48.99", "quantity": ""},
{"title": "L17M3PG2 Laptop Battery Replacement for Legion Y7000-2019 Y7000P-1060 Y530-15ICH-10...", "asin": "B088312W5C", "price": "$49.27", "quantity": ""},
{"title": "L19C4PDC L19M4PDC L19L4PDC 15.36V 71Wh 4675mAh 4-Cell Laptop Battery Compatible wit...", "asin": "B09DKW9R31", "price": "$49.05", "quantity": ""},
{"title": "Dentsing L17M3PG1 L17L3PG1 L17C3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y540 Y545-PG0 Y740-15IRH Y740-15ICHG Legion Y7000 2019 1050 PG0 Y7000P-1060 Series L17M3PG3 11.25V/52.5Wh", "asin": "B07QX7XHC9", "price": "$41.74", "quantity": ""},
{"title": "Dentsing L19C4PC1 Laptop Battery Compatible with Lenovo Legion Lenovo Legion 5P-15IMH05 5P-15IMH05H 5P-15ARH05H 5-15IMH05 5-15IMH05H 5-15ARH05 Series Notebook L19M4PC1 L19M4PC0 5B10W86194 5B10W86192", "asin": "B07MM9YFS1", "price": "$45.69", "quantity": ""},
{"title": "L19C4PDC L19M4PDC Battery Replacement for Lenovo Ideapad Yoga 7-14ITL5 82BH 7-15ITL...", "asin": "B0BLJQKPPR", "price": "$49.05", "quantity": ""},
{"title": "YRDD6 Battery for Dell Inspiron 5591 7586 5491 5481 5482 5485 3310 2-in-1 15 3582 3583 3593 3584 5590 5593 5594 5585 5598 14 3493 5493 5480 3793 Vostro 3491 5481 5581 5490 5590 0YRDD6 01VX1H 0VM732", "asin": "B0BJ282S44", "price": "$33.88", "quantity": ""},
{"title": "Dentsing 42Wh YRDD6 Laptop Battery for Dell Inspiron 7586 5482 5485 5491 5591 3310 2-in-1 5593 5591 5480 3493 3582 3583 3584 3593 3793 5493 5585 5590 5594 5598 Vostro 3491 54815490 5581 5590 VM732", "asin": "B01C9V0002", "price": "$24.47", "quantity": ""},
{"title": "YRDD6 Laptop Battery for Dell inspiron 15 3000 Series 3583 3593 3582 3584 3501,Dell...", "asin": "B0DPLY214X", "price": "$33.99", "quantity": ""},
{"title": "L19M4PDC L19L4PDC L19C4PDC 71Wh Battery Replacement for Lenovo Ideapad Yoga 7-15ITL...", "asin": "B0D56Z16MJ", "price": "$48.99", "quantity": ""},
{"title": "Rapidgiga YRDD6 Laptop Replacement Battery for Dell Inspiron 5485 5491 5493 5584 55...", "asin": "B09G2M6XM1", "price": "$25.42", "quantity": ""},
{"title": "L19C4PDC L19M4PDC L19L4PDC 15.36V 71Wh 4675mAh 4-Cell Laptop Battery Compatible wit...", "asin": "B09DKW9R31", "price": "$49.05", "quantity": ""},
{"title": "L19M4PDC Laptop Battery Compatible with Lenovo Ideapad Yoga 7-14ITL5 7-15ITL5 Serie...", "asin": "B0C4JM7P8K", "price": "$39.99", "quantity": ""}],
"comparison_items": [{"title": "ASODI L19C4PC1 L19M4PC1 80Wh Laptop Battery Compatible with Lenovo Legion 5P-15IMH05 Legion 5-15IMH05 5-15ARH05 Series SB10W86193 SB10W86198 5B10W86192 5B10W86188 5B10W86194 80Wh", "asin": "B09N39XG46", "price": "$46.74"},
{"title": "OUWEE L19C4PC1 Laptop Battery Compatible with Lenovo Legion 5P-15IMH05 Legion 5-15IMH05 5-15ARH05 Series L19C4PC0 5B10W86196 L19M4PC0 5B10W86195 L19M4PC1 5B10W86192 5B10W86194 15.4V 80Wh 5335mAh", "asin": "B08L4JTC79", "price": "$45.74"},
{"title": "Dentsing L19C4PC1 Laptop Battery Compatible with Lenovo Legion Lenovo Legion 5P-15IMH05 5P-15IMH05H 5P-15ARH05H 5-15IMH05 5-15IMH05H 5-15ARH05 Series Notebook L19M4PC1 L19M4PC0 5B10W86194 5B10W86192", "asin": "B07MM9YFS1", "price": "$45.69"},
{"title": "L20C4PC1 Laptop Battery Compatible with Lenovo Legion 5 Pro-16ACH6 16ACH6H 16ITH6 16ITH6H Legion 5-15ITH6 15ITH6H 15ACH6 15ACH6A 15ACH6H Legion 7-16ITHg6 16ACHg6 Series L20M4PC1 L20D4PC1 80Wh", "asin": "B07SVP5HPB", "price": "$47.74"},
{"title": "LAQUEENA L20C4PC0 Laptop Battery Compatible with Lenovo Legion 5 Gaming 15.6 inch 5-15ACH6 Model 82JW0012US 82JW00BDUS Series SB11B48820 5B11B48827 L20M4PC0 SB11B48831 5B11B48816 L20D4PC0 L20L4PC0", "asin": "B0CDM6Z5PW", "price": "$54.99"},
{"title": "EPYOBW L21D4PC1 Laptop Battery 80Wh Compatible with Lenovo Legion 5 15IAH7H 15IAH7 15ARH7H 15ARH7 / Legion 5 Pro 16IAH7H 16ARH7H 16ARH7 16IAH7 Series L21M4PC2 L21B4PC0 L21M4PC3 L21C4PC1", "asin": "B0CG69KZ69", "price": "$81.94"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T06:07:31.296Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-14T06:07:31.296Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T06:07:31.296Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 145,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"lenovo legion r7000p battery\"}],\n\"product_details\": [{\"asin\": \"B09N39XG46\"},\n{\"title\": \"ASODI L19C4PC1 L19M4PC1 80Wh Laptop Battery Compatible with Lenovo Legion 5P-15IMH05 Legion 5-15IMH05 5-15ARH05 Series SB10W86193 SB10W86198 5B10W86192 5B10W86188 5B10W86194 80Wh\"},\n{\"price\": \"$46.74\"},\n{\"bullet_list\": \"<1>Model: L19C4PC1 . Voltage: 15.4V . Capacity: 80Wh/5335mAh . Color: Black . 100% brand new. (Please open the back case of your laptop and check out the exact part number of your laptop's original battery Before placing your order) <2>Compatible Models: for Lenovo Legion Y7000P 2020 Series, Lenovo Legion Y7000P 2020H Series, Lenovo Legion R7000P 2020 Series, Lenovo Legion R7000P 2020H Series, Lenovo Legion 5-15IMH05 5-15IMH05H Series, Lenovo Legion 5-15ARH05 5-15ARH05H Series, Lenovo Legion 5P-15IMH05 5P-15IMH05H Series. <3>Compatible P/N: L19C4PC1 L19M4PC1 SB10W86193 SB10W86198 5B10W86192 5B10W86188 5B10W86194 <4>After-sale Warranty: We guarantee 30 days money-back and 12-month warranty; 24 x 7 email support. (Important Note: Amazon return windows will close after one month, don\\u2019t worry about it, you can click on seller store on right corner \\u201cask a question\\u201d and contact seller directly for 12 month warranty.) <5>Quality Assurance: All ASODI products are Certified by CE, FCC for safety. Strict guidelines for compatibility, and standards compliance for environment safety.We specialize in providing quality products from and quality customer service.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"L19C4PC1 80Wh battery\"}],\n\"promotion_items\": [{\"title\": \"L19C4PC0 L19M4PC0 L19L4PC0 L19C4PC1 Laptop Battery 15.36V 60Wh Replacement for Lenovo Legion 5-15IMH05 5-15IMH05H 5-15ARH05 5-15ARH05H 5P-15IMH05 5P-15IMH05H 5P-15ARH05H Series 5B10W86195 5B10W86194\", \"asin\": \"B0DBZHXTH9\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Dentsing L19C4PDC L19L4PDC 71Wh Battery Replacement for Lenovo Ideapad Yoga 7-14ITL5 82BH 7-15ITL5 82BJ 7-14ACN6 Series Laptop L19M4PDC 5B10Z26482 SB10Z26481 5B10Z26485 SB10Z26483\", \"asin\": \"B0DHV5KPDV\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"L17M3PG2 Laptop Battery Replacement for Legion Y7000-2019 Y7000P-1060 Y530-15ICH-10...\", \"asin\": \"B088312W5C\", \"price\": \"$49.27\", \"quantity\": \"\"},\n{\"title\": \"L19C4PDC L19M4PDC L19L4PDC 15.36V 71Wh 4675mAh 4-Cell Laptop Battery Compatible wit...\", \"asin\": \"B09DKW9R31\", \"price\": \"$49.05\", \"quantity\": \"\"},\n{\"title\": \"Dentsing L17M3PG1 L17L3PG1 L17C3PG1 Laptop Battery Compatible with Lenovo Legion Y530-15ICH Y540 Y545-PG0 Y740-15IRH Y740-15ICHG Legion Y7000 2019 1050 PG0 Y7000P-1060 Series L17M3PG3 11.25V/52.5Wh\", \"asin\": \"B07QX7XHC9\", \"price\": \"$41.74\", \"quantity\": \"\"},\n{\"title\": \"Dentsing L19C4PC1 Laptop Battery Compatible with Lenovo Legion Lenovo Legion 5P-15IMH05 5P-15IMH05H 5P-15ARH05H 5-15IMH05 5-15IMH05H 5-15ARH05 Series Notebook L19M4PC1 L19M4PC0 5B10W86194 5B10W86192\", \"asin\": \"B07MM9YFS1\", \"price\": \"$45.69\", \"quantity\": \"\"},\n{\"title\": \"L19C4PDC L19M4PDC Battery Replacement for Lenovo Ideapad Yoga 7-14ITL5 82BH 7-15ITL...\", \"asin\": \"B0BLJQKPPR\", \"price\": \"$49.05\", \"quantity\": \"\"},\n{\"title\": \"YRDD6 Battery for Dell Inspiron 5591 7586 5491 5481 5482 5485 3310 2-in-1 15 3582 3583 3593 3584 5590 5593 5594 5585 5598 14 3493 5493 5480 3793 Vostro 3491 5481 5581 5490 5590 0YRDD6 01VX1H 0VM732\", \"asin\": \"B0BJ282S44\", \"price\": \"$33.88\", \"quantity\": \"\"},\n{\"title\": \"Dentsing 42Wh YRDD6 Laptop Battery for Dell Inspiron 7586 5482 5485 5491 5591 3310 2-in-1 5593 5591 5480 3493 3582 3583 3584 3593 3793 5493 5585 5590 5594 5598 Vostro 3491 54815490 5581 5590 VM732\", \"asin\": \"B01C9V0002\", \"price\": \"$24.47\", \"quantity\": \"\"},\n{\"title\": \"YRDD6 Laptop Battery for Dell inspiron 15 3000 Series 3583 3593 3582 3584 3501,Dell...\", \"asin\": \"B0DPLY214X\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"L19M4PDC L19L4PDC L19C4PDC 71Wh Battery Replacement for Lenovo Ideapad Yoga 7-15ITL...\", \"asin\": \"B0D56Z16MJ\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"Rapidgiga YRDD6 Laptop Replacement Battery for Dell Inspiron 5485 5491 5493 5584 55...\", \"asin\": \"B09G2M6XM1\", \"price\": \"$25.42\", \"quantity\": \"\"},\n{\"title\": \"L19C4PDC L19M4PDC L19L4PDC 15.36V 71Wh 4675mAh 4-Cell Laptop Battery Compatible wit...\", \"asin\": \"B09DKW9R31\", \"price\": \"$49.05\", \"quantity\": \"\"},\n{\"title\": \"L19M4PDC Laptop Battery Compatible with Lenovo Ideapad Yoga 7-14ITL5 7-15ITL5 Serie...\", \"asin\": \"B0C4JM7P8K\", \"price\": \"$39.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"ASODI L19C4PC1 L19M4PC1 80Wh Laptop Battery Compatible with Lenovo Legion 5P-15IMH05 Legion 5-15IMH05 5-15ARH05 Series SB10W86193 SB10W86198 5B10W86192 5B10W86188 5B10W86194 80Wh\", \"asin\": \"B09N39XG46\", \"price\": \"$46.74\"},\n{\"title\": \"OUWEE L19C4PC1 Laptop Battery Compatible with Lenovo Legion 5P-15IMH05 Legion 5-15IMH05 5-15ARH05 Series L19C4PC0 5B10W86196 L19M4PC0 5B10W86195 L19M4PC1 5B10W86192 5B10W86194 15.4V 80Wh 5335mAh\", \"asin\": \"B08L4JTC79\", \"price\": \"$45.74\"},\n{\"title\": \"Dentsing L19C4PC1 Laptop Battery Compatible with Lenovo Legion Lenovo Legion 5P-15IMH05 5P-15IMH05H 5P-15ARH05H 5-15IMH05 5-15IMH05H 5-15ARH05 Series Notebook L19M4PC1 L19M4PC0 5B10W86194 5B10W86192\", \"asin\": \"B07MM9YFS1\", \"price\": \"$45.69\"},\n{\"title\": \"L20C4PC1 Laptop Battery Compatible with Lenovo Legion 5 Pro-16ACH6 16ACH6H 16ITH6 16ITH6H Legion 5-15ITH6 15ITH6H 15ACH6 15ACH6A 15ACH6H Legion 7-16ITHg6 16ACHg6 Series L20M4PC1 L20D4PC1 80Wh\", \"asin\": \"B07SVP5HPB\", \"price\": \"$47.74\"},\n{\"title\": \"LAQUEENA L20C4PC0 Laptop Battery Compatible with Lenovo Legion 5 Gaming 15.6 inch 5-15ACH6 Model 82JW0012US 82JW00BDUS Series SB11B48820 5B11B48827 L20M4PC0 SB11B48831 5B11B48816 L20D4PC0 L20L4PC0\", \"asin\": \"B0CDM6Z5PW\", \"price\": \"$54.99\"},\n{\"title\": \"EPYOBW L21D4PC1 Laptop Battery 80Wh Compatible with Lenovo Legion 5 15IAH7H 15IAH7 15ARH7H 15ARH7 / Legion 5 Pro 16IAH7H 16ARH7H 16ARH7 16IAH7 Series L21M4PC2 L21B4PC0 L21M4PC3 L21C4PC1\", \"asin\": \"B0CG69KZ69\", \"price\": \"$81.94\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T06:07:31.296Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the 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
|
2025-04-01T00:09:12.232Z
|
input
|
bike pump with gauge
|
rule
|
train
| 146 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-01T00:09:12.232Z\",\"action\": \"input\",\"acion_argument\": \"bike pump with gauge\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-01T00:09:12.232Z\",\"action\": \"input\",\"acion_argument\": \"bike pump with gauge\",}</answer>",
"index": 146,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the 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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the 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
|
2025-04-01T00:10:24.448Z
|
click_product
|
B00XLGKU14
|
rule
|
train
| 147 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-01T00:10:24.448Z\",\"action\": \"click_product\",\"acion_argument\": \"B00XLGKU14\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-01T00:10:24.448Z\",\"action\": \"click_product\",\"acion_argument\": \"B00XLGKU14\",}</answer>",
"index": 147,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the 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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-01T17:23:00.405Z
|
click
|
search
|
rule
|
train
| 148 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-01T17:23:00.405Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-01T17:23:00.405Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 148,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-01T17:23:03.503Z
|
click
|
search
|
rule
|
train
| 149 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-01T17:23:03.503Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-01T17:23:03.503Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 149,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-01T17:23:13.604Z
|
click_product
|
B0DLBTPDCS
|
rule
|
train
| 150 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-01T17:23:13.604Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DLBTPDCS\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-01T17:23:13.604Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DLBTPDCS\",}</answer>",
"index": 150,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-01T17:23:35.661Z
|
click
|
product_option
|
rule
|
train
| 151 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-01T17:23:35.661Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-01T17:23:35.661Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 151,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-01T17:23:40.626Z
|
click
|
product_option
|
rule
|
train
| 152 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-01T17:23:40.626Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-01T17:23:40.626Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 152,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-01T17:23:48.849Z
|
click
|
product_option
|
rule
|
train
| 153 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-01T17:23:48.849Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-01T17:23:48.849Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 153,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-01T17:23:54.591Z
|
click
|
other
|
rule
|
train
| 154 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-01T17:23:54.591Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-01T17:23:54.591Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 154,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-07T20:39:04.148Z
|
input
|
rb5424D ray ban replacement nose pads
|
rule
|
train
| 155 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T20:39:04.148Z\",\"action\": \"input\",\"acion_argument\": \"rb5424D ray ban replacement nose pads\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T20:39:04.148Z\",\"action\": \"input\",\"acion_argument\": \"rb5424D ray ban replacement nose pads\",}</answer>",
"index": 155,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-07T20:39:04.760Z
|
click
|
search
|
rule
|
train
| 156 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T20:39:04.760Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T20:39:04.760Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 156,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-07T20:39:47.542Z
|
input
|
ray ban replacement nose pads
|
rule
|
train
| 157 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T20:39:47.542Z\",\"action\": \"input\",\"acion_argument\": \"ray ban replacement nose pads\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T20:39:47.542Z\",\"action\": \"input\",\"acion_argument\": \"ray ban replacement nose pads\",}</answer>",
"index": 157,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-07T20:39:49.300Z
|
input
|
ray ban replacement nose pads
|
rule
|
train
| 158 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T20:39:49.300Z\",\"action\": \"input\",\"acion_argument\": \"ray ban replacement nose pads\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T20:39:49.300Z\",\"action\": \"input\",\"acion_argument\": \"ray ban replacement nose pads\",}</answer>",
"index": 158,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
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2025-04-07T20:39:51.377Z
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click
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search
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rule
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train
| 159 |
2025-04-07T20:39:51.377Z
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click
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search
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<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T20:39:51.377Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T20:39:51.377Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 159,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-07T20:46:45.160Z
|
click
|
search
|
rule
|
train
| 160 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T20:46:45.160Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T20:46:45.160Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 160,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-07T20:46:46.070Z
|
click
|
search
|
rule
|
train
| 161 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T20:46:46.070Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T20:46:46.070Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 161,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-07T20:50:58.581Z
|
purchase
|
B09NVPJ9ZG
|
rule
|
train
| 162 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T20:50:58.581Z\",\"action\": \"purchase\",\"acion_argument\": \"B09NVPJ9ZG\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T20:50:58.581Z\",\"action\": \"purchase\",\"acion_argument\": \"B09NVPJ9ZG\",}</answer>",
"index": 162,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
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2025-04-10T22:25:58.219Z
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click
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search
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rule
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train
| 163 |
2025-04-10T22:25:58.219Z
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click
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search
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<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T22:25:58.219Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T22:25:58.219Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 163,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-10T22:26:01.991Z
|
click
|
search
|
rule
|
train
| 164 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T22:26:01.991Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T22:26:01.991Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 164,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-10T22:31:03.659Z
|
input
|
internet modem x
|
rule
|
train
| 165 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T22:31:03.659Z\",\"action\": \"input\",\"acion_argument\": \"internet modem x\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T22:31:03.659Z\",\"action\": \"input\",\"acion_argument\": \"internet modem x\",}</answer>",
"index": 165,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-10T22:31:03.733Z
|
click
|
suggested_term
|
rule
|
train
| 166 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T22:31:03.733Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T22:31:03.733Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"index": 166,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-10T22:40:15.470Z
|
input
|
wifi router
|
rule
|
train
| 167 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T22:40:15.470Z\",\"action\": \"input\",\"acion_argument\": \"wifi router\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T22:40:15.470Z\",\"action\": \"input\",\"acion_argument\": \"wifi router\",}</answer>",
"index": 167,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-10T22:40:15.648Z
|
click
|
search
|
rule
|
train
| 168 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T22:40:15.648Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T22:40:15.648Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 168,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-10T22:54:33.370Z
|
purchase
|
B0B3SQK74L
|
rule
|
train
| 169 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T22:54:33.370Z\",\"action\": \"purchase\",\"acion_argument\": \"B0B3SQK74L\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T22:54:33.370Z\",\"action\": \"purchase\",\"acion_argument\": \"B0B3SQK74L\",}</answer>",
"index": 169,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-13T05:31:02.490Z
|
input
|
man
|
rule
|
train
| 170 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-13T05:31:02.490Z\",\"action\": \"input\",\"acion_argument\": \"man\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-13T05:31:02.490Z\",\"action\": \"input\",\"acion_argument\": \"man\",}</answer>",
"index": 170,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-13T05:31:06.087Z
|
click
|
search
|
rule
|
train
| 171 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-13T05:31:06.087Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-13T05:31:06.087Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 171,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-13T05:31:08.650Z
|
input
|
manta sleep mask
|
rule
|
train
| 172 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-13T05:31:08.650Z\",\"action\": \"input\",\"acion_argument\": \"manta sleep mask\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-13T05:31:08.650Z\",\"action\": \"input\",\"acion_argument\": \"manta sleep mask\",}</answer>",
"index": 172,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-13T05:31:31.010Z
|
click
|
page_related
|
rule
|
train
| 173 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-13T05:31:31.010Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-13T05:31:31.010Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"index": 173,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-13T05:31:31.632Z
|
click
|
page_related
|
rule
|
train
| 174 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-13T05:31:31.632Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-13T05:31:31.632Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"index": 174,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-13T05:31:36.997Z
|
purchase
|
B07PRG2CQY
|
rule
|
train
| 175 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-13T05:31:36.997Z\",\"action\": \"purchase\",\"acion_argument\": \"B07PRG2CQY\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-13T05:31:36.997Z\",\"action\": \"purchase\",\"acion_argument\": \"B07PRG2CQY\",}</answer>",
"index": 175,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
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2025-04-13T05:32:52.853Z
|
click
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other
|
rule
|
train
| 176 |
2025-04-13T05:32:52.853Z
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click
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other
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<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-13T05:32:52.853Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-13T05:32:52.853Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 176,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-13T05:33:00.789Z
|
click
|
cart_page_select
|
rule
|
train
| 177 |
2025-04-13T05:33:00.789Z
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click
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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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-13T05:33:00.789Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-13T05:33:00.789Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"index": 177,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-13T05:33:00.807Z
|
click
|
cart_page_select
|
rule
|
train
| 178 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-13T05:33:00.807Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-13T05:33:00.807Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"index": 178,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-13T05:33:03.436Z
|
click
|
cart_page_select
|
rule
|
train
| 179 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-13T05:33:03.436Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-13T05:33:03.436Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"index": 179,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-13T05:33:03.456Z
|
click
|
cart_page_select
|
rule
|
train
| 180 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-13T05:33:03.456Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-13T05:33:03.456Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"index": 180,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-13T05:33:09.095Z
|
click
|
cart_page_select
|
rule
|
train
| 181 |
2025-04-13T05:33:09.095Z
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click
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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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-13T05:33:09.095Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-13T05:33:09.095Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"index": 181,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-13T05:33:10.304Z
|
click
|
cart_page_select
|
rule
|
train
| 182 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-13T05:33:10.304Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-13T05:33:10.304Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"index": 182,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-13T05:33:12.371Z
|
click
|
cart_page_select
|
rule
|
train
| 183 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-13T05:33:12.371Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-13T05:33:12.371Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"index": 183,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-13T05:33:12.389Z
|
click
|
cart_page_select
|
rule
|
train
| 184 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-13T05:33:12.389Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-13T05:33:12.389Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"index": 184,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-13T05:33:14.721Z
|
click
|
cart_page_select
|
rule
|
train
| 185 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-13T05:33:14.721Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-13T05:33:14.721Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"index": 185,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-13T05:33:14.739Z
|
click
|
cart_page_select
|
rule
|
train
| 186 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-13T05:33:14.739Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-13T05:33:14.739Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"index": 186,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-13T05:33:18.279Z
|
purchase
|
B0C36K8SJJ, B07PRG2CQY
|
rule
|
train
| 187 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-13T05:33:18.279Z\",\"action\": \"purchase\",\"acion_argument\": \"B0C36K8SJJ, B07PRG2CQY\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-13T05:33:18.279Z\",\"action\": \"purchase\",\"acion_argument\": \"B0C36K8SJJ, B07PRG2CQY\",}</answer>",
"index": 187,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
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2025-04-13T05:33:47.937Z
|
click
|
search
|
rule
|
train
| 188 |
2025-04-13T05:33:47.937Z
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click
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search
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<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-13T05:33:47.937Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-13T05:33:47.937Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 188,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
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2025-04-13T05:33:51.388Z
|
click
|
search
|
rule
|
train
| 189 |
2025-04-13T05:33:51.388Z
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click
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search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T00:09:12.232Z", "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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-13T05:33:51.388Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-13T05:33:51.388Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 189,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-13T05:34:57.418Z
|
purchase
|
B0B1LZMH78
|
rule
|
train
| 190 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-13T05:34:57.418Z\",\"action\": \"purchase\",\"acion_argument\": \"B0B1LZMH78\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-13T05:34:57.418Z\",\"action\": \"purchase\",\"acion_argument\": \"B0B1LZMH78\",}</answer>",
"index": 190,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-13T05:36:04.658Z
|
click
|
page_related
|
rule
|
train
| 191 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-13T05:36:04.658Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-13T05:36:04.658Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"index": 191,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-13T05:38:31.905Z
|
click
|
cart_side_bar
|
rule
|
train
| 192 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-13T05:38:31.905Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-13T05:38:31.905Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"index": 192,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-13T22:25:47.129Z
|
click
|
nav_bar
|
rule
|
train
| 193 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-13T22:25:47.129Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-13T22:25:47.129Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 193,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-13T22:26:41.052Z
|
click
|
page_related
|
rule
|
train
| 194 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-13T22:26:41.052Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-13T22:26:41.052Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"index": 194,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-13T22:27:12.817Z
|
click
|
product_option
|
rule
|
train
| 195 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-13T22:27:12.817Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-13T22:27:12.817Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 195,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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
|
2025-04-13T22:31:11.321Z
|
purchase
|
B08R58D9FH
|
rule
|
train
| 196 |
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"}],
"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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-13T22:31:11.321Z\",\"action\": \"purchase\",\"acion_argument\": \"B08R58D9FH\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-13T22:31:11.321Z\",\"action\": \"purchase\",\"acion_argument\": \"B08R58D9FH\",}</answer>",
"index": 196,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:37.032Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:39.504Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:29:19.447Z\", \"action\": \"click_product\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-06T23:29:57.756Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:10.556Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:12.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:56.359Z\", \"action\": \"purchase\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-10T22:57:09.791Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:57:13.845Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T17:47:36.760Z\", \"action\": \"input\", \"action_argument\": \"used colorful golf balls\"}\n{\"timestamp\": \"2025-04-19T17:47:37.031Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T17:48:06.884Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVWZ189F\"}\n{\"timestamp\": \"2025-04-19T17:48:26.666Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T17:48:36.878Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T17:49:20.254Z\", \"action\": \"purchase\", \"action_argument\": \"B0CVWZ189F\"}\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\": \"(24-Pack) Colored Premium Brand Mix Golf Balls with Reusable Mesh Bag - Used & Recycled Golf Balls for Women and Men\", \"asin\": \"B0CVWZ189F\", \"price\": \"$25.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Champ Zarma FLYtee My Hite 3-1/4\\\" 25 count\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ACCUFLI Max Soft Golf Balls\", \"asin\": \"\", \"price\": \"$21.95\", \"quantity\": \"\"},\n{\"title\": \"KISEER 100 Pack Assorted Colors Professional Durable 2 3/4 Inch Plastic Golf Tees Bulk (Random Colors)\", \"asin\": \"\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Soneven Women's Golf Polo Shirts - Moisture Wicking Long Sleeve Collared V-Neck\", \"asin\": \"\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"THIODOON Golf Tees Professional Natural Wood Golf Tees Pack of 100, Golfing Tees Multiple Colors Size 3-1/4 inch, 2-3/4 inch or 2-1/8 inch, Tall Golf Tees Bulk Reduce Side Spin and Friction\", \"asin\": \"\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Full Choice Professional Plastic Golf Tees 100 Pack (3-1/4\\\"), Enhanced Durability & Stability, Minimize Friction and Side Spin\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Long Distance High-Durability Golf Balls (15PK) All Levels-Nitro Ultimate Distance Titanium Core High Velocity Great Stop & Sticking ability Golf Balls USGA Approved-Total of 15-Orange\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"NorthPointe 1 \\u00bd\\u201d Plastic Golf Tees \\u2013 Short Tees for Irons, Par Threes, Hybrids, and Driving Range - Pack of 50 or 100 Bulk in High Visibility White Durable Plastic\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Clean Green Golf Balls 24 Pack Recycled Used Matte Colored Balls - Brand Name Bulk Mix - Good Condition Graded Ball - Includes 24 GolfBalls and Mesh Carrying Bag\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Aguiflare - LED-Illuminated Golf Balls, High Visibility, Set of 6 - Super Bright Balls.Perfect for Night Play\", \"asin\": \"B0DS1PC11Q\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Sporty Body Baseball Golf Balls Set of 12 Golf Balls, Baseball Design, Made for Longer Drives, Precise Control, Dupont Surlyn Cover, Cool Golf Balls, Perfect Golf Gift for Men & Women\", \"asin\": \"B0DKJZLRY2\", \"price\": \"$34.97\", \"quantity\": \"\"},\n{\"title\": \"Golf Rangefinder with Slope - 1200 Yards Laser Range Finder with Flag Pole Locking Vibration, 7X Magnification rangefinder with Magnet Stripe\", \"asin\": \"B0DBQKB449\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Balls-Maximum Distance,Optimal Spin Control (30pack\\uff0cIncludes 30 Golf tees)\", \"asin\": \"B0D9H3X25K\", \"price\": \"$23.90\", \"quantity\": \"\"},\n{\"title\": \"WUUCKOO Swing Swear Look for Embroidered Pink Golf Towel, Funny Golf Towels for Golf Bag with Clip, Birthday Retirement Gift for Grandma Mom Sister Golf Fan Golfer, Ladies Golf Towel\", \"asin\": \"B0D7ZHV3L8\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Pulselala Premium Golf Tees, 3 1/4'' Unbreakable Transparent Plastic Golf Tees, Reduces Friction & Side Spin, Golf Accessories Gift for Men American Flag\\uff0850 Count\\uff09\", \"asin\": \"B0D17FMLPS\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"VLOXO Cordless Electric Scissors with 2 Blades Rechargeable Powerful Shears Cutting Tool for Fabric Cardboard Carpet Leather Felt with Charger\", \"asin\": \"B07DFWDL9Y\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"2-Pack Self Adhesive Metal Banana Hanger Hook, Under Cabinet Hook For Kitchen Items, Foldable Banana Hook With Magnets\", \"asin\": \"B0C7GMSWQG\", \"price\": \"$11.59\", \"quantity\": \"\"},\n{\"title\": \"Jay Franco Disney The Little Mermaid Princess Kids Bath/Pool/Beach Towel - Featuring Ariel and Flounder - Super Soft & Absorbent Fade Resistant Cotton Towel, Measures 28 inch x 58 inch\", \"asin\": \"B07PJYK9TW\", \"price\": \"$18.88\", \"quantity\": \"\"},\n{\"title\": \"Full Choice Professional Plastic Golf Tees 100 Pack (3-1/4\\\"), Enhanced Durability & Stability, Minimize Friction and Side Spin\", \"asin\": \"B0C4KDXKWL\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"THIODOON Golf Tees Professional Natural Wood Golf Tees Pack of 100, Golfing Tees Multiple Colors Size 3-1/4 inch, 2-3/4 inch or 2-1/8 inch, Tall Golf Tees Bulk Reduce Side Spin and Friction\", \"asin\": \"\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Champ Zarma FLYtee My Hite 3-1/4\\\" 25 count\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ACCUFLI Max Soft Golf Balls\", \"asin\": \"\", \"price\": \"$21.95\", \"quantity\": \"\"},\n{\"title\": \"Long Distance High-Durability Golf Balls (15PK) All Levels-Nitro Ultimate Distance Titanium Core High Velocity Great Stop & Sticking ability Golf Balls USGA Approved-Total of 15-Orange\", \"asin\": \"\", \"price\": \"$13.78\", \"quantity\": \"\"},\n{\"title\": \"Full Choice Professional Plastic Golf Tees 100 Pack (3-1/4\\\"), Enhanced Durability & Stability, Minimize Friction and Side Spin\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"NorthPointe 1 \\u00bd\\u201d Plastic Golf Tees \\u2013 Short Tees for Irons, Par Threes, Hybrids, and Driving Range - Pack of 50 or 100 Bulk in High Visibility White Durable Plastic\", \"asin\": \"\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Clean Green Golf Balls 24 Pack Recycled Used Matte Colored Balls - Brand Name Bulk Mix - Good Condition Graded Ball - Includes 24 GolfBalls and Mesh Carrying Bag\", \"asin\": \"\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Nitro Maximum Distance Golf Ball (12-Pack)\", \"asin\": \"\", \"price\": \"$11.31\", \"quantity\": \"\"},\n{\"title\": \"Eagle Ace\\u2122\\ufe0f Drive Golf Balls-2 Layers-Maximum Distance,Optimal Spin Control (2024 Version\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T17:49:29.824Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-19T17:49:29.824Z
|
click
|
page_related
|
rule
|
train
| 197 |
2025-04-19T17:49:29.824Z
|
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": "2025-04-06T23:27:40.725Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:42.024Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:43.645Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:44.545Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:54.869Z", "action": "input", "action_argument": "golf"}
{"timestamp": "2025-04-06T23:27:55.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:01.249Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T23:28:06.445Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:06.616Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:08.635Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:12.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:17.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:18.255Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:19.117Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:37.032Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:39.504Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:29:19.447Z", "action": "click_product", "action_argument": "B09MZSGD1V"}
{"timestamp": "2025-04-06T23:29:57.756Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:10.556Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:12.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:56.359Z", "action": "purchase", "action_argument": "B09MZSGD1V"}
{"timestamp": "2025-04-10T22:57:09.791Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:57:13.845Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T17:47:36.760Z", "action": "input", "action_argument": "used colorful golf balls"}
{"timestamp": "2025-04-19T17:47:37.031Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T17:48:06.884Z", "action": "click_product", "action_argument": "B0CVWZ189F"}
{"timestamp": "2025-04-19T17:48:26.666Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T17:48:36.878Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T17:49:20.254Z", "action": "purchase", "action_argument": "B0CVWZ189F"}
<|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": "(24-Pack) Colored Premium Brand Mix Golf Balls with Reusable Mesh Bag - Used & Recycled Golf Balls for Women and Men", "asin": "B0CVWZ189F", "price": "$25.99", "quantity": "1"}],
"promotion_items": [{"title": "Champ Zarma FLYtee My Hite 3-1/4\" 25 count", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "ACCUFLI Max Soft Golf Balls", "asin": "", "price": "$21.95", "quantity": ""},
{"title": "KISEER 100 Pack Assorted Colors Professional Durable 2 3/4 Inch Plastic Golf Tees Bulk (Random Colors)", "asin": "", "price": "$6.99", "quantity": ""},
{"title": "Soneven Women's Golf Polo Shirts - Moisture Wicking Long Sleeve Collared V-Neck", "asin": "", "price": "$27.99", "quantity": ""},
{"title": "THIODOON Golf Tees Professional Natural Wood Golf Tees Pack of 100, Golfing Tees Multiple Colors Size 3-1/4 inch, 2-3/4 inch or 2-1/8 inch, Tall Golf Tees Bulk Reduce Side Spin and Friction", "asin": "", "price": "$6.99", "quantity": ""},
{"title": "Full Choice Professional Plastic Golf Tees 100 Pack (3-1/4\"), Enhanced Durability & Stability, Minimize Friction and Side Spin", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "Long Distance High-Durability Golf Balls (15PK) All Levels-Nitro Ultimate Distance Titanium Core High Velocity Great Stop & Sticking ability Golf Balls USGA Approved-Total of 15-Orange", "asin": "", "price": "", "quantity": ""},
{"title": "NorthPointe 1 \u00bd\u201d Plastic Golf Tees \u2013 Short Tees for Irons, Par Threes, Hybrids, and Driving Range - Pack of 50 or 100 Bulk in High Visibility White Durable Plastic", "asin": "", "price": "", "quantity": ""},
{"title": "Clean Green Golf Balls 24 Pack Recycled Used Matte Colored Balls - Brand Name Bulk Mix - Good Condition Graded Ball - Includes 24 GolfBalls and Mesh Carrying Bag", "asin": "", "price": "", "quantity": ""},
{"title": "Aguiflare - LED-Illuminated Golf Balls, High Visibility, Set of 6 - Super Bright Balls.Perfect for Night Play", "asin": "B0DS1PC11Q", "price": "$23.99", "quantity": ""},
{"title": "Sporty Body Baseball Golf Balls Set of 12 Golf Balls, Baseball Design, Made for Longer Drives, Precise Control, Dupont Surlyn Cover, Cool Golf Balls, Perfect Golf Gift for Men & Women", "asin": "B0DKJZLRY2", "price": "$34.97", "quantity": ""},
{"title": "Golf Rangefinder with Slope - 1200 Yards Laser Range Finder with Flag Pole Locking Vibration, 7X Magnification rangefinder with Magnet Stripe", "asin": "B0DBQKB449", "price": "$89.99", "quantity": ""},
{"title": "Golf Balls-Maximum Distance,Optimal Spin Control (30pack\uff0cIncludes 30 Golf tees)", "asin": "B0D9H3X25K", "price": "$23.90", "quantity": ""},
{"title": "WUUCKOO Swing Swear Look for Embroidered Pink Golf Towel, Funny Golf Towels for Golf Bag with Clip, Birthday Retirement Gift for Grandma Mom Sister Golf Fan Golfer, Ladies Golf Towel", "asin": "B0D7ZHV3L8", "price": "$14.99", "quantity": ""},
{"title": "Pulselala Premium Golf Tees, 3 1/4'' Unbreakable Transparent Plastic Golf Tees, Reduces Friction & Side Spin, Golf Accessories Gift for Men American Flag\uff0850 Count\uff09", "asin": "B0D17FMLPS", "price": "$9.99", "quantity": ""},
{"title": "VLOXO Cordless Electric Scissors with 2 Blades Rechargeable Powerful Shears Cutting Tool for Fabric Cardboard Carpet Leather Felt with Charger", "asin": "B07DFWDL9Y", "price": "$33.99", "quantity": ""},
{"title": "2-Pack Self Adhesive Metal Banana Hanger Hook, Under Cabinet Hook For Kitchen Items, Foldable Banana Hook With Magnets", "asin": "B0C7GMSWQG", "price": "$11.59", "quantity": ""},
{"title": "Jay Franco Disney The Little Mermaid Princess Kids Bath/Pool/Beach Towel - Featuring Ariel and Flounder - Super Soft & Absorbent Fade Resistant Cotton Towel, Measures 28 inch x 58 inch", "asin": "B07PJYK9TW", "price": "$18.88", "quantity": ""},
{"title": "Full Choice Professional Plastic Golf Tees 100 Pack (3-1/4\"), Enhanced Durability & Stability, Minimize Friction and Side Spin", "asin": "B0C4KDXKWL", "price": "$9.99", "quantity": ""},
{"title": "THIODOON Golf Tees Professional Natural Wood Golf Tees Pack of 100, Golfing Tees Multiple Colors Size 3-1/4 inch, 2-3/4 inch or 2-1/8 inch, Tall Golf Tees Bulk Reduce Side Spin and Friction", "asin": "", "price": "$6.99", "quantity": ""},
{"title": "Champ Zarma FLYtee My Hite 3-1/4\" 25 count", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "ACCUFLI Max Soft Golf Balls", "asin": "", "price": "$21.95", "quantity": ""},
{"title": "Long Distance High-Durability Golf Balls (15PK) All Levels-Nitro Ultimate Distance Titanium Core High Velocity Great Stop & Sticking ability Golf Balls USGA Approved-Total of 15-Orange", "asin": "", "price": "$13.78", "quantity": ""},
{"title": "Full Choice Professional Plastic Golf Tees 100 Pack (3-1/4\"), Enhanced Durability & Stability, Minimize Friction and Side Spin", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "NorthPointe 1 \u00bd\u201d Plastic Golf Tees \u2013 Short Tees for Irons, Par Threes, Hybrids, and Driving Range - Pack of 50 or 100 Bulk in High Visibility White Durable Plastic", "asin": "", "price": "$9.95", "quantity": ""},
{"title": "Clean Green Golf Balls 24 Pack Recycled Used Matte Colored Balls - Brand Name Bulk Mix - Good Condition Graded Ball - Includes 24 GolfBalls and Mesh Carrying Bag", "asin": "", "price": "$31.99", "quantity": ""},
{"title": "Nitro Maximum Distance Golf Ball (12-Pack)", "asin": "", "price": "$11.31", "quantity": ""},
{"title": "Eagle Ace\u2122\ufe0f Drive Golf Balls-2 Layers-Maximum Distance,Optimal Spin Control (2024 Version", "asin": "", "price": "$14.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T17:49:29.824Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-19T17:49:29.824Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-19T17:49:29.824Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"index": 197,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:37.032Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:39.504Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:29:19.447Z\", \"action\": \"click_product\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-06T23:29:57.756Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:10.556Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:12.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:56.359Z\", \"action\": \"purchase\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-10T22:57:09.791Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:57:13.845Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T17:47:36.760Z\", \"action\": \"input\", \"action_argument\": \"used colorful golf balls\"}\n{\"timestamp\": \"2025-04-19T17:47:37.031Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T17:48:06.884Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVWZ189F\"}\n{\"timestamp\": \"2025-04-19T17:48:26.666Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T17:48:36.878Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T17:49:20.254Z\", \"action\": \"purchase\", \"action_argument\": \"B0CVWZ189F\"}\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\": \"(24-Pack) Colored Premium Brand Mix Golf Balls with Reusable Mesh Bag - Used & Recycled Golf Balls for Women and Men\", \"asin\": \"B0CVWZ189F\", \"price\": \"$25.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Champ Zarma FLYtee My Hite 3-1/4\\\" 25 count\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ACCUFLI Max Soft Golf Balls\", \"asin\": \"\", \"price\": \"$21.95\", \"quantity\": \"\"},\n{\"title\": \"KISEER 100 Pack Assorted Colors Professional Durable 2 3/4 Inch Plastic Golf Tees Bulk (Random Colors)\", \"asin\": \"\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Soneven Women's Golf Polo Shirts - Moisture Wicking Long Sleeve Collared V-Neck\", \"asin\": \"\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"THIODOON Golf Tees Professional Natural Wood Golf Tees Pack of 100, Golfing Tees Multiple Colors Size 3-1/4 inch, 2-3/4 inch or 2-1/8 inch, Tall Golf Tees Bulk Reduce Side Spin and Friction\", \"asin\": \"\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Full Choice Professional Plastic Golf Tees 100 Pack (3-1/4\\\"), Enhanced Durability & Stability, Minimize Friction and Side Spin\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Long Distance High-Durability Golf Balls (15PK) All Levels-Nitro Ultimate Distance Titanium Core High Velocity Great Stop & Sticking ability Golf Balls USGA Approved-Total of 15-Orange\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"NorthPointe 1 \\u00bd\\u201d Plastic Golf Tees \\u2013 Short Tees for Irons, Par Threes, Hybrids, and Driving Range - Pack of 50 or 100 Bulk in High Visibility White Durable Plastic\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Clean Green Golf Balls 24 Pack Recycled Used Matte Colored Balls - Brand Name Bulk Mix - Good Condition Graded Ball - Includes 24 GolfBalls and Mesh Carrying Bag\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Aguiflare - LED-Illuminated Golf Balls, High Visibility, Set of 6 - Super Bright Balls.Perfect for Night Play\", \"asin\": \"B0DS1PC11Q\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Sporty Body Baseball Golf Balls Set of 12 Golf Balls, Baseball Design, Made for Longer Drives, Precise Control, Dupont Surlyn Cover, Cool Golf Balls, Perfect Golf Gift for Men & Women\", \"asin\": \"B0DKJZLRY2\", \"price\": \"$34.97\", \"quantity\": \"\"},\n{\"title\": \"Golf Rangefinder with Slope - 1200 Yards Laser Range Finder with Flag Pole Locking Vibration, 7X Magnification rangefinder with Magnet Stripe\", \"asin\": \"B0DBQKB449\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Balls-Maximum Distance,Optimal Spin Control (30pack\\uff0cIncludes 30 Golf tees)\", \"asin\": \"B0D9H3X25K\", \"price\": \"$23.90\", \"quantity\": \"\"},\n{\"title\": \"WUUCKOO Swing Swear Look for Embroidered Pink Golf Towel, Funny Golf Towels for Golf Bag with Clip, Birthday Retirement Gift for Grandma Mom Sister Golf Fan Golfer, Ladies Golf Towel\", \"asin\": \"B0D7ZHV3L8\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Pulselala Premium Golf Tees, 3 1/4'' Unbreakable Transparent Plastic Golf Tees, Reduces Friction & Side Spin, Golf Accessories Gift for Men American Flag\\uff0850 Count\\uff09\", \"asin\": \"B0D17FMLPS\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"VLOXO Cordless Electric Scissors with 2 Blades Rechargeable Powerful Shears Cutting Tool for Fabric Cardboard Carpet Leather Felt with Charger\", \"asin\": \"B07DFWDL9Y\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"2-Pack Self Adhesive Metal Banana Hanger Hook, Under Cabinet Hook For Kitchen Items, Foldable Banana Hook With Magnets\", \"asin\": \"B0C7GMSWQG\", \"price\": \"$11.59\", \"quantity\": \"\"},\n{\"title\": \"Jay Franco Disney The Little Mermaid Princess Kids Bath/Pool/Beach Towel - Featuring Ariel and Flounder - Super Soft & Absorbent Fade Resistant Cotton Towel, Measures 28 inch x 58 inch\", \"asin\": \"B07PJYK9TW\", \"price\": \"$18.88\", \"quantity\": \"\"},\n{\"title\": \"Full Choice Professional Plastic Golf Tees 100 Pack (3-1/4\\\"), Enhanced Durability & Stability, Minimize Friction and Side Spin\", \"asin\": \"B0C4KDXKWL\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"THIODOON Golf Tees Professional Natural Wood Golf Tees Pack of 100, Golfing Tees Multiple Colors Size 3-1/4 inch, 2-3/4 inch or 2-1/8 inch, Tall Golf Tees Bulk Reduce Side Spin and Friction\", \"asin\": \"\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Champ Zarma FLYtee My Hite 3-1/4\\\" 25 count\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ACCUFLI Max Soft Golf Balls\", \"asin\": \"\", \"price\": \"$21.95\", \"quantity\": \"\"},\n{\"title\": \"Long Distance High-Durability Golf Balls (15PK) All Levels-Nitro Ultimate Distance Titanium Core High Velocity Great Stop & Sticking ability Golf Balls USGA Approved-Total of 15-Orange\", \"asin\": \"\", \"price\": \"$13.78\", \"quantity\": \"\"},\n{\"title\": \"Full Choice Professional Plastic Golf Tees 100 Pack (3-1/4\\\"), Enhanced Durability & Stability, Minimize Friction and Side Spin\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"NorthPointe 1 \\u00bd\\u201d Plastic Golf Tees \\u2013 Short Tees for Irons, Par Threes, Hybrids, and Driving Range - Pack of 50 or 100 Bulk in High Visibility White Durable Plastic\", \"asin\": \"\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Clean Green Golf Balls 24 Pack Recycled Used Matte Colored Balls - Brand Name Bulk Mix - Good Condition Graded Ball - Includes 24 GolfBalls and Mesh Carrying Bag\", \"asin\": \"\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Nitro Maximum Distance Golf Ball (12-Pack)\", \"asin\": \"\", \"price\": \"$11.31\", \"quantity\": \"\"},\n{\"title\": \"Eagle Ace\\u2122\\ufe0f Drive Golf Balls-2 Layers-Maximum Distance,Optimal Spin Control (2024 Version\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T17:49:29.824Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:37.032Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:39.504Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:29:19.447Z\", \"action\": \"click_product\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-06T23:29:57.756Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:10.556Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:12.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:56.359Z\", \"action\": \"purchase\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-10T22:57:09.791Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:57:13.845Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T17:47:36.760Z\", \"action\": \"input\", \"action_argument\": \"used colorful golf balls\"}\n{\"timestamp\": \"2025-04-19T17:47:37.031Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T17:48:06.884Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVWZ189F\"}\n{\"timestamp\": \"2025-04-19T17:48:26.666Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T17:48:36.878Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T17:49:20.254Z\", \"action\": \"purchase\", \"action_argument\": \"B0CVWZ189F\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T17:49:29.824Z\", \"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\": \"(24-Pack) Colored Premium Brand Mix Golf Balls with Reusable Mesh Bag - Used & Recycled Golf Balls for Women and Men\", \"asin\": \"B0CVWZ189F\", \"price\": \"$25.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Champ Zarma FLYtee My Hite 3-1/4\\\" 25 count\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ACCUFLI Max Soft Golf Balls\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"KISEER 100 Pack Assorted Colors Professional Durable 2 3/4 Inch Plastic Golf Tees Bulk (Random Colors)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Soneven Women's Golf Polo Shirts - Moisture Wicking Long Sleeve Collared V-Neck\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"THIODOON Golf Tees Professional Natural Wood Golf Tees Pack of 100, Golfing Tees Multiple Colors Size 3-1/4 inch, 2-3/4 inch or 2-1/8 inch, Tall Golf Tees Bulk Reduce Side Spin and Friction\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Full Choice Professional Plastic Golf Tees 100 Pack (3-1/4\\\"), Enhanced Durability & Stability, Minimize Friction and Side Spin\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Long Distance High-Durability Golf Balls (15PK) All Levels-Nitro Ultimate Distance Titanium Core High Velocity Great Stop & Sticking ability Golf Balls USGA Approved-Total of 15-Orange\", \"asin\": \"\", \"price\": \"$13.78\", \"quantity\": \"\"},\n{\"title\": \"NorthPointe 1 \\u00bd\\u201d Plastic Golf Tees \\u2013 Short Tees for Irons, Par Threes, Hybrids, and Driving Range - Pack of 50 or 100 Bulk in High Visibility White Durable Plastic\", \"asin\": \"\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Clean Green Golf Balls 24 Pack Recycled Used Matte Colored Balls - Brand Name Bulk Mix - Good Condition Graded Ball - Includes 24 GolfBalls and Mesh Carrying Bag\", \"asin\": \"\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Nitro Maximum Distance Golf Ball (12-Pack)\", \"asin\": \"B007MR4DG6\", \"price\": \"$11.31\", \"quantity\": \"\"},\n{\"title\": \"Eagle Ace\\u2122\\ufe0f Drive Golf Balls-2 Layers-Maximum Distance,Optimal Spin Control (2024 Version\", \"asin\": \"B0CNV9P9J4\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Rukket Sports Pop Up Golf Chipping Net | Choose Standard or Light-Up | Outdoor/Indoor Golfing Target Accessories and Backyard Practice Swing Game | Includes Foam Practice Balls\", \"asin\": \"B08W4J62H2\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Srixon Q-Star Tour Divide Golf Balls (Prior Generation)\", \"asin\": \"B08R6LV1H4\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Long Distance Peak Performance Golf Balls (15PK) All Levels-Nitro White Out 70 Compression High Velocity White Hot Core Long Distance Golf Balls USGA Approved-Total of 15-Multi-color\", \"asin\": \"B00JJQQM0S\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"GFGL Golf Tees Durable Bamboo Tees 100Pcs 100Pcs 3-1/4\\\" Friendly Biodegradable Material Reduce Friction Side Spin More Stable\", \"asin\": \"B08PCQWFRV\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Aguiflare - LED-Illuminated Golf Balls, High Visibility, Set of 6 - Super Bright Balls.Perfect for Night Play\", \"asin\": \"B0DS1PC11Q\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Sporty Body Baseball Golf Balls Set of 12 Golf Balls, Baseball Design, Made for Longer Drives, Precise Control, Dupont Surlyn Cover, Cool Golf Balls, Perfect Golf Gift for Men & Women\", \"asin\": \"B0DKJZLRY2\", \"price\": \"$34.97\", \"quantity\": \"\"},\n{\"title\": \"Golf Rangefinder with Slope - 1200 Yards Laser Range Finder with Flag Pole Locking Vibration, 7X Magnification rangefinder with Magnet Stripe\", \"asin\": \"B0DBQKB449\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Balls-Maximum Distance,Optimal Spin Control (30pack\\uff0cIncludes 30 Golf tees)\", \"asin\": \"B0D9H3X25K\", \"price\": \"$23.90\", \"quantity\": \"\"},\n{\"title\": \"WUUCKOO Swing Swear Look for Embroidered Pink Golf Towel, Funny Golf Towels for Golf Bag with Clip, Birthday Retirement Gift for Grandma Mom Sister Golf Fan Golfer, Ladies Golf Towel\", \"asin\": \"B0D7ZHV3L8\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Pulselala Premium Golf Tees, 3 1/4'' Unbreakable Transparent Plastic Golf Tees, Reduces Friction & Side Spin, Golf Accessories Gift for Men American Flag\\uff0850 Count\\uff09\", \"asin\": \"B0D17FMLPS\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"VLOXO Cordless Electric Scissors with 2 Blades Rechargeable Powerful Shears Cutting Tool for Fabric Cardboard Carpet Leather Felt with Charger\", \"asin\": \"B07DFWDL9Y\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"2-Pack Self Adhesive Metal Banana Hanger Hook, Under Cabinet Hook For Kitchen Items, Foldable Banana Hook With Magnets\", \"asin\": \"B0C7GMSWQG\", \"price\": \"$11.59\", \"quantity\": \"\"},\n{\"title\": \"Jay Franco Disney The Little Mermaid Princess Kids Bath/Pool/Beach Towel - Featuring Ariel and Flounder - Super Soft & Absorbent Fade Resistant Cotton Towel, Measures 28 inch x 58 inch\", \"asin\": \"B07PJYK9TW\", \"price\": \"$18.88\", \"quantity\": \"\"},\n{\"title\": \"Full Choice Professional Plastic Golf Tees 100 Pack (3-1/4\\\"), Enhanced Durability & Stability, Minimize Friction and Side Spin\", \"asin\": \"B0C4KDXKWL\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"THIODOON Golf Tees Professional Natural Wood Golf Tees Pack of 100, Golfing Tees Multiple Colors Size 3-1/4 inch, 2-3/4 inch or 2-1/8 inch, Tall Golf Tees Bulk Reduce Side Spin and Friction\", \"asin\": \"\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Champ Zarma FLYtee My Hite 3-1/4\\\" 25 count\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ACCUFLI Max Soft Golf Balls\", \"asin\": \"\", \"price\": \"$21.95\", \"quantity\": \"\"},\n{\"title\": \"Long Distance High-Durability Golf Balls (15PK) All Levels-Nitro Ultimate Distance Titanium Core High Velocity Great Stop & Sticking ability Golf Balls USGA Approved-Total of 15-Orange\", \"asin\": \"\", \"price\": \"$13.78\", \"quantity\": \"\"},\n{\"title\": \"Full Choice Professional Plastic Golf Tees 100 Pack (3-1/4\\\"), Enhanced Durability & Stability, Minimize Friction and Side Spin\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"NorthPointe 1 \\u00bd\\u201d Plastic Golf Tees \\u2013 Short Tees for Irons, Par Threes, Hybrids, and Driving Range - Pack of 50 or 100 Bulk in High Visibility White Durable Plastic\", \"asin\": \"\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Clean Green Golf Balls 24 Pack Recycled Used Matte Colored Balls - Brand Name Bulk Mix - Good Condition Graded Ball - Includes 24 GolfBalls and Mesh Carrying Bag\", \"asin\": \"\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Nitro Maximum Distance Golf Ball (12-Pack)\", \"asin\": \"\", \"price\": \"$11.31\", \"quantity\": \"\"},\n{\"title\": \"Eagle Ace\\u2122\\ufe0f Drive Golf Balls-2 Layers-Maximum Distance,Optimal Spin Control (2024 Version\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T17:49:32.674Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-19T17:49:32.674Z
|
click_product
|
rule
|
train
| 198 |
2025-04-19T17:49:32.674Z
|
click_product
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T23:27:40.725Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:42.024Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:43.645Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:44.545Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:54.869Z", "action": "input", "action_argument": "golf"}
{"timestamp": "2025-04-06T23:27:55.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:01.249Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T23:28:06.445Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:06.616Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:08.635Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:12.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:17.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:18.255Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:19.117Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:37.032Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:39.504Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:29:19.447Z", "action": "click_product", "action_argument": "B09MZSGD1V"}
{"timestamp": "2025-04-06T23:29:57.756Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:10.556Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:12.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:56.359Z", "action": "purchase", "action_argument": "B09MZSGD1V"}
{"timestamp": "2025-04-10T22:57:09.791Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:57:13.845Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T17:47:36.760Z", "action": "input", "action_argument": "used colorful golf balls"}
{"timestamp": "2025-04-19T17:47:37.031Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T17:48:06.884Z", "action": "click_product", "action_argument": "B0CVWZ189F"}
{"timestamp": "2025-04-19T17:48:26.666Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T17:48:36.878Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T17:49:20.254Z", "action": "purchase", "action_argument": "B0CVWZ189F"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T17:49:29.824Z", "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": "(24-Pack) Colored Premium Brand Mix Golf Balls with Reusable Mesh Bag - Used & Recycled Golf Balls for Women and Men", "asin": "B0CVWZ189F", "price": "$25.99", "quantity": "1"}],
"promotion_items": [{"title": "Champ Zarma FLYtee My Hite 3-1/4\" 25 count", "asin": "", "price": "", "quantity": ""},
{"title": "ACCUFLI Max Soft Golf Balls", "asin": "", "price": "", "quantity": ""},
{"title": "KISEER 100 Pack Assorted Colors Professional Durable 2 3/4 Inch Plastic Golf Tees Bulk (Random Colors)", "asin": "", "price": "", "quantity": ""},
{"title": "Soneven Women's Golf Polo Shirts - Moisture Wicking Long Sleeve Collared V-Neck", "asin": "", "price": "", "quantity": ""},
{"title": "THIODOON Golf Tees Professional Natural Wood Golf Tees Pack of 100, Golfing Tees Multiple Colors Size 3-1/4 inch, 2-3/4 inch or 2-1/8 inch, Tall Golf Tees Bulk Reduce Side Spin and Friction", "asin": "", "price": "", "quantity": ""},
{"title": "Full Choice Professional Plastic Golf Tees 100 Pack (3-1/4\"), Enhanced Durability & Stability, Minimize Friction and Side Spin", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "Long Distance High-Durability Golf Balls (15PK) All Levels-Nitro Ultimate Distance Titanium Core High Velocity Great Stop & Sticking ability Golf Balls USGA Approved-Total of 15-Orange", "asin": "", "price": "$13.78", "quantity": ""},
{"title": "NorthPointe 1 \u00bd\u201d Plastic Golf Tees \u2013 Short Tees for Irons, Par Threes, Hybrids, and Driving Range - Pack of 50 or 100 Bulk in High Visibility White Durable Plastic", "asin": "", "price": "$9.95", "quantity": ""},
{"title": "Clean Green Golf Balls 24 Pack Recycled Used Matte Colored Balls - Brand Name Bulk Mix - Good Condition Graded Ball - Includes 24 GolfBalls and Mesh Carrying Bag", "asin": "", "price": "$31.99", "quantity": ""},
{"title": "Nitro Maximum Distance Golf Ball (12-Pack)", "asin": "B007MR4DG6", "price": "$11.31", "quantity": ""},
{"title": "Eagle Ace\u2122\ufe0f Drive Golf Balls-2 Layers-Maximum Distance,Optimal Spin Control (2024 Version", "asin": "B0CNV9P9J4", "price": "$14.99", "quantity": ""},
{"title": "Rukket Sports Pop Up Golf Chipping Net | Choose Standard or Light-Up | Outdoor/Indoor Golfing Target Accessories and Backyard Practice Swing Game | Includes Foam Practice Balls", "asin": "B08W4J62H2", "price": "", "quantity": ""},
{"title": "Srixon Q-Star Tour Divide Golf Balls (Prior Generation)", "asin": "B08R6LV1H4", "price": "", "quantity": ""},
{"title": "Long Distance Peak Performance Golf Balls (15PK) All Levels-Nitro White Out 70 Compression High Velocity White Hot Core Long Distance Golf Balls USGA Approved-Total of 15-Multi-color", "asin": "B00JJQQM0S", "price": "", "quantity": ""},
{"title": "GFGL Golf Tees Durable Bamboo Tees 100Pcs 100Pcs 3-1/4\" Friendly Biodegradable Material Reduce Friction Side Spin More Stable", "asin": "B08PCQWFRV", "price": "", "quantity": ""},
{"title": "Aguiflare - LED-Illuminated Golf Balls, High Visibility, Set of 6 - Super Bright Balls.Perfect for Night Play", "asin": "B0DS1PC11Q", "price": "$23.99", "quantity": ""},
{"title": "Sporty Body Baseball Golf Balls Set of 12 Golf Balls, Baseball Design, Made for Longer Drives, Precise Control, Dupont Surlyn Cover, Cool Golf Balls, Perfect Golf Gift for Men & Women", "asin": "B0DKJZLRY2", "price": "$34.97", "quantity": ""},
{"title": "Golf Rangefinder with Slope - 1200 Yards Laser Range Finder with Flag Pole Locking Vibration, 7X Magnification rangefinder with Magnet Stripe", "asin": "B0DBQKB449", "price": "$89.99", "quantity": ""},
{"title": "Golf Balls-Maximum Distance,Optimal Spin Control (30pack\uff0cIncludes 30 Golf tees)", "asin": "B0D9H3X25K", "price": "$23.90", "quantity": ""},
{"title": "WUUCKOO Swing Swear Look for Embroidered Pink Golf Towel, Funny Golf Towels for Golf Bag with Clip, Birthday Retirement Gift for Grandma Mom Sister Golf Fan Golfer, Ladies Golf Towel", "asin": "B0D7ZHV3L8", "price": "$14.99", "quantity": ""},
{"title": "Pulselala Premium Golf Tees, 3 1/4'' Unbreakable Transparent Plastic Golf Tees, Reduces Friction & Side Spin, Golf Accessories Gift for Men American Flag\uff0850 Count\uff09", "asin": "B0D17FMLPS", "price": "$9.99", "quantity": ""},
{"title": "VLOXO Cordless Electric Scissors with 2 Blades Rechargeable Powerful Shears Cutting Tool for Fabric Cardboard Carpet Leather Felt with Charger", "asin": "B07DFWDL9Y", "price": "$33.99", "quantity": ""},
{"title": "2-Pack Self Adhesive Metal Banana Hanger Hook, Under Cabinet Hook For Kitchen Items, Foldable Banana Hook With Magnets", "asin": "B0C7GMSWQG", "price": "$11.59", "quantity": ""},
{"title": "Jay Franco Disney The Little Mermaid Princess Kids Bath/Pool/Beach Towel - Featuring Ariel and Flounder - Super Soft & Absorbent Fade Resistant Cotton Towel, Measures 28 inch x 58 inch", "asin": "B07PJYK9TW", "price": "$18.88", "quantity": ""},
{"title": "Full Choice Professional Plastic Golf Tees 100 Pack (3-1/4\"), Enhanced Durability & Stability, Minimize Friction and Side Spin", "asin": "B0C4KDXKWL", "price": "$9.99", "quantity": ""},
{"title": "THIODOON Golf Tees Professional Natural Wood Golf Tees Pack of 100, Golfing Tees Multiple Colors Size 3-1/4 inch, 2-3/4 inch or 2-1/8 inch, Tall Golf Tees Bulk Reduce Side Spin and Friction", "asin": "", "price": "$6.99", "quantity": ""},
{"title": "Champ Zarma FLYtee My Hite 3-1/4\" 25 count", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "ACCUFLI Max Soft Golf Balls", "asin": "", "price": "$21.95", "quantity": ""},
{"title": "Long Distance High-Durability Golf Balls (15PK) All Levels-Nitro Ultimate Distance Titanium Core High Velocity Great Stop & Sticking ability Golf Balls USGA Approved-Total of 15-Orange", "asin": "", "price": "$13.78", "quantity": ""},
{"title": "Full Choice Professional Plastic Golf Tees 100 Pack (3-1/4\"), Enhanced Durability & Stability, Minimize Friction and Side Spin", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "NorthPointe 1 \u00bd\u201d Plastic Golf Tees \u2013 Short Tees for Irons, Par Threes, Hybrids, and Driving Range - Pack of 50 or 100 Bulk in High Visibility White Durable Plastic", "asin": "", "price": "$9.95", "quantity": ""},
{"title": "Clean Green Golf Balls 24 Pack Recycled Used Matte Colored Balls - Brand Name Bulk Mix - Good Condition Graded Ball - Includes 24 GolfBalls and Mesh Carrying Bag", "asin": "", "price": "$31.99", "quantity": ""},
{"title": "Nitro Maximum Distance Golf Ball (12-Pack)", "asin": "", "price": "$11.31", "quantity": ""},
{"title": "Eagle Ace\u2122\ufe0f Drive Golf Balls-2 Layers-Maximum Distance,Optimal Spin Control (2024 Version", "asin": "", "price": "$14.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T17:49:32.674Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-19T17:49:32.674Z\",\"action\": \"click_product\",\"acion_argument\": \"\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-19T17:49:32.674Z\",\"action\": \"click_product\",\"acion_argument\": \"\",}</answer>",
"index": 198,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:37.032Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:39.504Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:29:19.447Z\", \"action\": \"click_product\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-06T23:29:57.756Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:10.556Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:12.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:56.359Z\", \"action\": \"purchase\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-10T22:57:09.791Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:57:13.845Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T17:47:36.760Z\", \"action\": \"input\", \"action_argument\": \"used colorful golf balls\"}\n{\"timestamp\": \"2025-04-19T17:47:37.031Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T17:48:06.884Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVWZ189F\"}\n{\"timestamp\": \"2025-04-19T17:48:26.666Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T17:48:36.878Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T17:49:20.254Z\", \"action\": \"purchase\", \"action_argument\": \"B0CVWZ189F\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T17:49:29.824Z\", \"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\": \"(24-Pack) Colored Premium Brand Mix Golf Balls with Reusable Mesh Bag - Used & Recycled Golf Balls for Women and Men\", \"asin\": \"B0CVWZ189F\", \"price\": \"$25.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Champ Zarma FLYtee My Hite 3-1/4\\\" 25 count\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ACCUFLI Max Soft Golf Balls\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"KISEER 100 Pack Assorted Colors Professional Durable 2 3/4 Inch Plastic Golf Tees Bulk (Random Colors)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Soneven Women's Golf Polo Shirts - Moisture Wicking Long Sleeve Collared V-Neck\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"THIODOON Golf Tees Professional Natural Wood Golf Tees Pack of 100, Golfing Tees Multiple Colors Size 3-1/4 inch, 2-3/4 inch or 2-1/8 inch, Tall Golf Tees Bulk Reduce Side Spin and Friction\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Full Choice Professional Plastic Golf Tees 100 Pack (3-1/4\\\"), Enhanced Durability & Stability, Minimize Friction and Side Spin\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Long Distance High-Durability Golf Balls (15PK) All Levels-Nitro Ultimate Distance Titanium Core High Velocity Great Stop & Sticking ability Golf Balls USGA Approved-Total of 15-Orange\", \"asin\": \"\", \"price\": \"$13.78\", \"quantity\": \"\"},\n{\"title\": \"NorthPointe 1 \\u00bd\\u201d Plastic Golf Tees \\u2013 Short Tees for Irons, Par Threes, Hybrids, and Driving Range - Pack of 50 or 100 Bulk in High Visibility White Durable Plastic\", \"asin\": \"\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Clean Green Golf Balls 24 Pack Recycled Used Matte Colored Balls - Brand Name Bulk Mix - Good Condition Graded Ball - Includes 24 GolfBalls and Mesh Carrying Bag\", \"asin\": \"\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Nitro Maximum Distance Golf Ball (12-Pack)\", \"asin\": \"B007MR4DG6\", \"price\": \"$11.31\", \"quantity\": \"\"},\n{\"title\": \"Eagle Ace\\u2122\\ufe0f Drive Golf Balls-2 Layers-Maximum Distance,Optimal Spin Control (2024 Version\", \"asin\": \"B0CNV9P9J4\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Rukket Sports Pop Up Golf Chipping Net | Choose Standard or Light-Up | Outdoor/Indoor Golfing Target Accessories and Backyard Practice Swing Game | Includes Foam Practice Balls\", \"asin\": \"B08W4J62H2\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Srixon Q-Star Tour Divide Golf Balls (Prior Generation)\", \"asin\": \"B08R6LV1H4\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Long Distance Peak Performance Golf Balls (15PK) All Levels-Nitro White Out 70 Compression High Velocity White Hot Core Long Distance Golf Balls USGA Approved-Total of 15-Multi-color\", \"asin\": \"B00JJQQM0S\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"GFGL Golf Tees Durable Bamboo Tees 100Pcs 100Pcs 3-1/4\\\" Friendly Biodegradable Material Reduce Friction Side Spin More Stable\", \"asin\": \"B08PCQWFRV\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Aguiflare - LED-Illuminated Golf Balls, High Visibility, Set of 6 - Super Bright Balls.Perfect for Night Play\", \"asin\": \"B0DS1PC11Q\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Sporty Body Baseball Golf Balls Set of 12 Golf Balls, Baseball Design, Made for Longer Drives, Precise Control, Dupont Surlyn Cover, Cool Golf Balls, Perfect Golf Gift for Men & Women\", \"asin\": \"B0DKJZLRY2\", \"price\": \"$34.97\", \"quantity\": \"\"},\n{\"title\": \"Golf Rangefinder with Slope - 1200 Yards Laser Range Finder with Flag Pole Locking Vibration, 7X Magnification rangefinder with Magnet Stripe\", \"asin\": \"B0DBQKB449\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Balls-Maximum Distance,Optimal Spin Control (30pack\\uff0cIncludes 30 Golf tees)\", \"asin\": \"B0D9H3X25K\", \"price\": \"$23.90\", \"quantity\": \"\"},\n{\"title\": \"WUUCKOO Swing Swear Look for Embroidered Pink Golf Towel, Funny Golf Towels for Golf Bag with Clip, Birthday Retirement Gift for Grandma Mom Sister Golf Fan Golfer, Ladies Golf Towel\", \"asin\": \"B0D7ZHV3L8\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Pulselala Premium Golf Tees, 3 1/4'' Unbreakable Transparent Plastic Golf Tees, Reduces Friction & Side Spin, Golf Accessories Gift for Men American Flag\\uff0850 Count\\uff09\", \"asin\": \"B0D17FMLPS\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"VLOXO Cordless Electric Scissors with 2 Blades Rechargeable Powerful Shears Cutting Tool for Fabric Cardboard Carpet Leather Felt with Charger\", \"asin\": \"B07DFWDL9Y\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"2-Pack Self Adhesive Metal Banana Hanger Hook, Under Cabinet Hook For Kitchen Items, Foldable Banana Hook With Magnets\", \"asin\": \"B0C7GMSWQG\", \"price\": \"$11.59\", \"quantity\": \"\"},\n{\"title\": \"Jay Franco Disney The Little Mermaid Princess Kids Bath/Pool/Beach Towel - Featuring Ariel and Flounder - Super Soft & Absorbent Fade Resistant Cotton Towel, Measures 28 inch x 58 inch\", \"asin\": \"B07PJYK9TW\", \"price\": \"$18.88\", \"quantity\": \"\"},\n{\"title\": \"Full Choice Professional Plastic Golf Tees 100 Pack (3-1/4\\\"), Enhanced Durability & Stability, Minimize Friction and Side Spin\", \"asin\": \"B0C4KDXKWL\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"THIODOON Golf Tees Professional Natural Wood Golf Tees Pack of 100, Golfing Tees Multiple Colors Size 3-1/4 inch, 2-3/4 inch or 2-1/8 inch, Tall Golf Tees Bulk Reduce Side Spin and Friction\", \"asin\": \"\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Champ Zarma FLYtee My Hite 3-1/4\\\" 25 count\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ACCUFLI Max Soft Golf Balls\", \"asin\": \"\", \"price\": \"$21.95\", \"quantity\": \"\"},\n{\"title\": \"Long Distance High-Durability Golf Balls (15PK) All Levels-Nitro Ultimate Distance Titanium Core High Velocity Great Stop & Sticking ability Golf Balls USGA Approved-Total of 15-Orange\", \"asin\": \"\", \"price\": \"$13.78\", \"quantity\": \"\"},\n{\"title\": \"Full Choice Professional Plastic Golf Tees 100 Pack (3-1/4\\\"), Enhanced Durability & Stability, Minimize Friction and Side Spin\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"NorthPointe 1 \\u00bd\\u201d Plastic Golf Tees \\u2013 Short Tees for Irons, Par Threes, Hybrids, and Driving Range - Pack of 50 or 100 Bulk in High Visibility White Durable Plastic\", \"asin\": \"\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Clean Green Golf Balls 24 Pack Recycled Used Matte Colored Balls - Brand Name Bulk Mix - Good Condition Graded Ball - Includes 24 GolfBalls and Mesh Carrying Bag\", \"asin\": \"\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Nitro Maximum Distance Golf Ball (12-Pack)\", \"asin\": \"\", \"price\": \"$11.31\", \"quantity\": \"\"},\n{\"title\": \"Eagle Ace\\u2122\\ufe0f Drive Golf Balls-2 Layers-Maximum Distance,Optimal Spin Control (2024 Version\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T17:49:32.674Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
||
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:37.032Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:39.504Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:29:19.447Z\", \"action\": \"click_product\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-06T23:29:57.756Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:10.556Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:12.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:56.359Z\", \"action\": \"purchase\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-10T22:57:09.791Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:57:13.845Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T17:47:36.760Z\", \"action\": \"input\", \"action_argument\": \"used colorful golf balls\"}\n{\"timestamp\": \"2025-04-19T17:47:37.031Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T17:48:06.884Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVWZ189F\"}\n{\"timestamp\": \"2025-04-19T17:48:26.666Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T17:48:36.878Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T17:49:20.254Z\", \"action\": \"purchase\", \"action_argument\": \"B0CVWZ189F\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T17:49:29.824Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-19T17:49:32.674Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"(24-Pack) Colored Premium Brand Mix Golf Balls with Reusable Mesh Bag - Used & Recycled Golf Balls for Women and Men\", \"asin\": \"B0CVWZ189F\", \"price\": \"$25.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0C4KDXKWL\"},\n{\"title\": \"Professional Plastic Golf Tees 100 Pack (3-1/4\\\"), Enhanced Durability & Stability, Minimize Friction and Side Spin\"},\n{\"price\": \"$9.99\"},\n{\"bullet_list\": \"\\u3010STURDY DESIGN FOR DURABILITY\\u3011Thicker body ensures long-lasting strength, effortlessly penetrating thick grass or hard ground without any risk of bending or breaking \\u3010OVERSIZED HEAD FOR EASY TEE-UP\\u3011The enlarged head simplifies teeing up and stabilizes the ball for a smoother experience on the golf course \\u3010PRECISE HEIGHT CONTROL WITH STRIPE MARKING SYSTEM\\u3011Engineered with stripes to ensure a consistent tee-up height every time. Tailor the height to your preference for dependable golf shots, enhancing the enjoyment of your golf games \\u3010MAXIMIZE PERFORMANCE WITH LESS FRICTION\\u3011The elevated 4-prong head design minimizes tee-ball touch, optimizing tee performance and maximizing distance by reducing drag precisely when it counts the most \\u3010CUSTOMER CARE\\u3011Package Includes: 100 * Blue (3-1/4\\\") plastic golf tees. If you encounter any issues, please don't hesitate to reach out. There is a satisfactory solution for you\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Blue (3-1/4\\\")\"}],\n\"promotion_items\": [{\"title\": \"SWINGTEK 120 Pack Plastic Golf Tees,Contain 100 pcs 3-1/4 Inch Unbreakable Long Tees and 20 Short Tees,Mixed Color,Frictional Resistance Reduction\", \"asin\": \"B0CFFQBS31\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"60/100 Pack Plastic Golf Tees (2-3/4\\\"or 3-1/4\\\"), Enhanced Durability & Stability, D...\", \"asin\": \"B0BX57H526\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"SAPLIZE Upgraded 4-Prong Plastic Golf Tees, 50 Pack (3-1/4\\\"), Optimized Shaft Thickness for Ideal Balance of Strength & Flexibility, Engineered to Reduce Friction & Side Spin\", \"asin\": \"B0DDKGXMJQ\", \"price\": \"$7.59\", \"quantity\": \"\"},\n{\"title\": \"Professional 150 Pack Plastic Golf Tees (3-1/4\\\" & 1-1/2\\\"), 4-Prongs Head Design to ...\", \"asin\": \"B0DSVD13FQ\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Tees 3 1/4 Inch - 150 Pack, Low Friction&Longer Distance Golf Tees, Curved 4-P...\", \"asin\": \"B0DLKVJ42V\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Vinsot 500 Pack Golf Tees Bulk 3-1/4 Inch Colored Wood Golf Tees Bulk Unbreakable Long Tall Golf Tees for Men Women Kids Golf Balls Game\", \"asin\": \"B0BB2D3SF2\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"CHAMPKEY Professional 5 Prongs Golf Tees 100 Pack | 85 Driver Tees with 15 Iron/Hybrid Tees Mixed Pack | Low Friction and Resistance Golf Plastic Tees\", \"asin\": \"B09LHHLZRF\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"4 Prongs Golf Tees, Easy Height Control and Tee Up, Reduce Friction and Side Spin, ...\", \"asin\": \"B0DM27BLL7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Callaway Performance Plastic Golf Tees (30 Pack) - 2.75 Inch\", \"asin\": \"B01BUC1AAK\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Callaway Par Tee Plastic Golf Tees\", \"asin\": \"B072LX8LKQ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SWINGTEK 120 Pack Plastic Golf Tees,Contain 100 pcs 3-1/4 Inch Unbreakable Long Tees and 20 Short Tees,Mixed Color,Frictional Resistance Reduction\", \"asin\": \"B0CFFQBS31\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"60/100 Pack Plastic Golf Tees (2-3/4\\\"or 3-1/4\\\"), Enhanced Durability & Stability, D...\", \"asin\": \"B0BX57H526\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"WMAWJBT Golf Tees 3-1/4\\u2019\\u2019 50 Count Plastic Golf Tees Reduced Friction & Side Spin Professional Unbreakable Golf Tees Durability and Stability Golf Tee\", \"asin\": \"B09S3JQPC3\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"CHAMPKEY 3 Prongs Plastic Golf Tees 100 Pack Star and Stripe Version - Low Friction and Resistance Golf Plastic Tees\", \"asin\": \"B0DCK6DBJG\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Don't Suck Golf Tees 2 \\u00be\\u201d \\u2013 50 Pack Durable Plastic 4-Prong Funny Golf Tees with PureFlight Tech \\u2013 Low Resistance for Straighter, Longer Drives I Golf Gift \\u2013 Reusable Tee Pouch Included\", \"asin\": \"B0DZDTWHW4\", \"price\": \"$8.95\", \"quantity\": \"\"},\n{\"title\": \"Callaway Par Tee Plastic Golf Tees\", \"asin\": \"B01K1PT0Q8\", \"price\": \"$6.80\", \"quantity\": \"\"},\n{\"title\": \"SWINGTEK 120 Pack Plastic Golf Tees,Contain 100 pcs 3-1/4 Inch Unbreakable Long Tees and 20 Short Tees,Mixed Color,Frictional Resistance Reduction\", \"asin\": \"B0CFFQBS31\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"CHAMPKEY Professional 5 Prongs Golf Tees 100 Pack | 85 Driver Tees with 15 Iron/Hybrid Tees Mixed Pack | Low Friction and Resistance Golf Plastic Tees\", \"asin\": \"B09LHHLZRF\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"EAGLE WORK 4 Prongs Golf Tees, Easy Height Control and Tee Up, Reduce Friction and Side Spin, Pack of 50/100, 3-1/4\\\" or 2-3/4\\\", Durable and Stable Plastic Tees\", \"asin\": \"B0DM27BLL7\", \"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\": \"2025-04-19T17:49:49.143Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-19T17:49:49.143Z
|
click
|
search
|
rule
|
train
| 199 |
2025-04-19T17:49:49.143Z
|
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": "2025-04-06T23:27:40.725Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:42.024Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:43.645Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:44.545Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:54.869Z", "action": "input", "action_argument": "golf"}
{"timestamp": "2025-04-06T23:27:55.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:01.249Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T23:28:06.445Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:06.616Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:08.635Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:12.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:17.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:18.255Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:19.117Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:37.032Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:39.504Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:29:19.447Z", "action": "click_product", "action_argument": "B09MZSGD1V"}
{"timestamp": "2025-04-06T23:29:57.756Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:10.556Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:12.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:56.359Z", "action": "purchase", "action_argument": "B09MZSGD1V"}
{"timestamp": "2025-04-10T22:57:09.791Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:57:13.845Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T17:47:36.760Z", "action": "input", "action_argument": "used colorful golf balls"}
{"timestamp": "2025-04-19T17:47:37.031Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T17:48:06.884Z", "action": "click_product", "action_argument": "B0CVWZ189F"}
{"timestamp": "2025-04-19T17:48:26.666Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T17:48:36.878Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T17:49:20.254Z", "action": "purchase", "action_argument": "B0CVWZ189F"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T17:49:29.824Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-19T17:49:32.674Z", "action": "click_product", "action_argument": ""}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "(24-Pack) Colored Premium Brand Mix Golf Balls with Reusable Mesh Bag - Used & Recycled Golf Balls for Women and Men", "asin": "B0CVWZ189F", "price": "$25.99", "quantity": "1"}],
"product_details": [{"asin": "B0C4KDXKWL"},
{"title": "Professional Plastic Golf Tees 100 Pack (3-1/4\"), Enhanced Durability & Stability, Minimize Friction and Side Spin"},
{"price": "$9.99"},
{"bullet_list": "\u3010STURDY DESIGN FOR DURABILITY\u3011Thicker body ensures long-lasting strength, effortlessly penetrating thick grass or hard ground without any risk of bending or breaking \u3010OVERSIZED HEAD FOR EASY TEE-UP\u3011The enlarged head simplifies teeing up and stabilizes the ball for a smoother experience on the golf course \u3010PRECISE HEIGHT CONTROL WITH STRIPE MARKING SYSTEM\u3011Engineered with stripes to ensure a consistent tee-up height every time. Tailor the height to your preference for dependable golf shots, enhancing the enjoyment of your golf games \u3010MAXIMIZE PERFORMANCE WITH LESS FRICTION\u3011The elevated 4-prong head design minimizes tee-ball touch, optimizing tee performance and maximizing distance by reducing drag precisely when it counts the most \u3010CUSTOMER CARE\u3011Package Includes: 100 * Blue (3-1/4\") plastic golf tees. If you encounter any issues, please don't hesitate to reach out. There is a satisfactory solution for you"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Blue (3-1/4\")"}],
"promotion_items": [{"title": "SWINGTEK 120 Pack Plastic Golf Tees,Contain 100 pcs 3-1/4 Inch Unbreakable Long Tees and 20 Short Tees,Mixed Color,Frictional Resistance Reduction", "asin": "B0CFFQBS31", "price": "$12.99", "quantity": ""},
{"title": "60/100 Pack Plastic Golf Tees (2-3/4\"or 3-1/4\"), Enhanced Durability & Stability, D...", "asin": "B0BX57H526", "price": "$11.99", "quantity": ""},
{"title": "SAPLIZE Upgraded 4-Prong Plastic Golf Tees, 50 Pack (3-1/4\"), Optimized Shaft Thickness for Ideal Balance of Strength & Flexibility, Engineered to Reduce Friction & Side Spin", "asin": "B0DDKGXMJQ", "price": "$7.59", "quantity": ""},
{"title": "Professional 150 Pack Plastic Golf Tees (3-1/4\" & 1-1/2\"), 4-Prongs Head Design to ...", "asin": "B0DSVD13FQ", "price": "$11.99", "quantity": ""},
{"title": "Golf Tees 3 1/4 Inch - 150 Pack, Low Friction&Longer Distance Golf Tees, Curved 4-P...", "asin": "B0DLKVJ42V", "price": "$9.99", "quantity": ""},
{"title": "Vinsot 500 Pack Golf Tees Bulk 3-1/4 Inch Colored Wood Golf Tees Bulk Unbreakable Long Tall Golf Tees for Men Women Kids Golf Balls Game", "asin": "B0BB2D3SF2", "price": "$24.99", "quantity": ""},
{"title": "CHAMPKEY Professional 5 Prongs Golf Tees 100 Pack | 85 Driver Tees with 15 Iron/Hybrid Tees Mixed Pack | Low Friction and Resistance Golf Plastic Tees", "asin": "B09LHHLZRF", "price": "$9.99", "quantity": ""},
{"title": "4 Prongs Golf Tees, Easy Height Control and Tee Up, Reduce Friction and Side Spin, ...", "asin": "B0DM27BLL7", "price": "$5.99", "quantity": ""},
{"title": "Callaway Performance Plastic Golf Tees (30 Pack) - 2.75 Inch", "asin": "B01BUC1AAK", "price": "$7.99", "quantity": ""},
{"title": "Callaway Par Tee Plastic Golf Tees", "asin": "B072LX8LKQ", "price": "$9.99", "quantity": ""},
{"title": "SWINGTEK 120 Pack Plastic Golf Tees,Contain 100 pcs 3-1/4 Inch Unbreakable Long Tees and 20 Short Tees,Mixed Color,Frictional Resistance Reduction", "asin": "B0CFFQBS31", "price": "$12.99", "quantity": ""},
{"title": "60/100 Pack Plastic Golf Tees (2-3/4\"or 3-1/4\"), Enhanced Durability & Stability, D...", "asin": "B0BX57H526", "price": "$11.99", "quantity": ""},
{"title": "WMAWJBT Golf Tees 3-1/4\u2019\u2019 50 Count Plastic Golf Tees Reduced Friction & Side Spin Professional Unbreakable Golf Tees Durability and Stability Golf Tee", "asin": "B09S3JQPC3", "price": "$12.49", "quantity": ""},
{"title": "CHAMPKEY 3 Prongs Plastic Golf Tees 100 Pack Star and Stripe Version - Low Friction and Resistance Golf Plastic Tees", "asin": "B0DCK6DBJG", "price": "$9.99", "quantity": ""},
{"title": "Don't Suck Golf Tees 2 \u00be\u201d \u2013 50 Pack Durable Plastic 4-Prong Funny Golf Tees with PureFlight Tech \u2013 Low Resistance for Straighter, Longer Drives I Golf Gift \u2013 Reusable Tee Pouch Included", "asin": "B0DZDTWHW4", "price": "$8.95", "quantity": ""},
{"title": "Callaway Par Tee Plastic Golf Tees", "asin": "B01K1PT0Q8", "price": "$6.80", "quantity": ""},
{"title": "SWINGTEK 120 Pack Plastic Golf Tees,Contain 100 pcs 3-1/4 Inch Unbreakable Long Tees and 20 Short Tees,Mixed Color,Frictional Resistance Reduction", "asin": "B0CFFQBS31", "price": "$12.99", "quantity": ""},
{"title": "CHAMPKEY Professional 5 Prongs Golf Tees 100 Pack | 85 Driver Tees with 15 Iron/Hybrid Tees Mixed Pack | Low Friction and Resistance Golf Plastic Tees", "asin": "B09LHHLZRF", "price": "$9.99", "quantity": ""},
{"title": "EAGLE WORK 4 Prongs Golf Tees, Easy Height Control and Tee Up, Reduce Friction and Side Spin, Pack of 50/100, 3-1/4\" or 2-3/4\", Durable and Stable Plastic Tees", "asin": "B0DM27BLL7", "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": "2025-04-19T17:49:49.143Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-19T17:49:49.143Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-19T17:49:49.143Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 199,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:37.032Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:39.504Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:29:19.447Z\", \"action\": \"click_product\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-06T23:29:57.756Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:10.556Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:12.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:56.359Z\", \"action\": \"purchase\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-10T22:57:09.791Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:57:13.845Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T17:47:36.760Z\", \"action\": \"input\", \"action_argument\": \"used colorful golf balls\"}\n{\"timestamp\": \"2025-04-19T17:47:37.031Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T17:48:06.884Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVWZ189F\"}\n{\"timestamp\": \"2025-04-19T17:48:26.666Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T17:48:36.878Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T17:49:20.254Z\", \"action\": \"purchase\", \"action_argument\": \"B0CVWZ189F\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T17:49:29.824Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-19T17:49:32.674Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"(24-Pack) Colored Premium Brand Mix Golf Balls with Reusable Mesh Bag - Used & Recycled Golf Balls for Women and Men\", \"asin\": \"B0CVWZ189F\", \"price\": \"$25.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0C4KDXKWL\"},\n{\"title\": \"Professional Plastic Golf Tees 100 Pack (3-1/4\\\"), Enhanced Durability & Stability, Minimize Friction and Side Spin\"},\n{\"price\": \"$9.99\"},\n{\"bullet_list\": \"\\u3010STURDY DESIGN FOR DURABILITY\\u3011Thicker body ensures long-lasting strength, effortlessly penetrating thick grass or hard ground without any risk of bending or breaking \\u3010OVERSIZED HEAD FOR EASY TEE-UP\\u3011The enlarged head simplifies teeing up and stabilizes the ball for a smoother experience on the golf course \\u3010PRECISE HEIGHT CONTROL WITH STRIPE MARKING SYSTEM\\u3011Engineered with stripes to ensure a consistent tee-up height every time. Tailor the height to your preference for dependable golf shots, enhancing the enjoyment of your golf games \\u3010MAXIMIZE PERFORMANCE WITH LESS FRICTION\\u3011The elevated 4-prong head design minimizes tee-ball touch, optimizing tee performance and maximizing distance by reducing drag precisely when it counts the most \\u3010CUSTOMER CARE\\u3011Package Includes: 100 * Blue (3-1/4\\\") plastic golf tees. If you encounter any issues, please don't hesitate to reach out. There is a satisfactory solution for you\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Blue (3-1/4\\\")\"}],\n\"promotion_items\": [{\"title\": \"SWINGTEK 120 Pack Plastic Golf Tees,Contain 100 pcs 3-1/4 Inch Unbreakable Long Tees and 20 Short Tees,Mixed Color,Frictional Resistance Reduction\", \"asin\": \"B0CFFQBS31\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"60/100 Pack Plastic Golf Tees (2-3/4\\\"or 3-1/4\\\"), Enhanced Durability & Stability, D...\", \"asin\": \"B0BX57H526\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"SAPLIZE Upgraded 4-Prong Plastic Golf Tees, 50 Pack (3-1/4\\\"), Optimized Shaft Thickness for Ideal Balance of Strength & Flexibility, Engineered to Reduce Friction & Side Spin\", \"asin\": \"B0DDKGXMJQ\", \"price\": \"$7.59\", \"quantity\": \"\"},\n{\"title\": \"Professional 150 Pack Plastic Golf Tees (3-1/4\\\" & 1-1/2\\\"), 4-Prongs Head Design to ...\", \"asin\": \"B0DSVD13FQ\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Tees 3 1/4 Inch - 150 Pack, Low Friction&Longer Distance Golf Tees, Curved 4-P...\", \"asin\": \"B0DLKVJ42V\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Vinsot 500 Pack Golf Tees Bulk 3-1/4 Inch Colored Wood Golf Tees Bulk Unbreakable Long Tall Golf Tees for Men Women Kids Golf Balls Game\", \"asin\": \"B0BB2D3SF2\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"CHAMPKEY Professional 5 Prongs Golf Tees 100 Pack | 85 Driver Tees with 15 Iron/Hybrid Tees Mixed Pack | Low Friction and Resistance Golf Plastic Tees\", \"asin\": \"B09LHHLZRF\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"4 Prongs Golf Tees, Easy Height Control and Tee Up, Reduce Friction and Side Spin, ...\", \"asin\": \"B0DM27BLL7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Callaway Performance Plastic Golf Tees (30 Pack) - 2.75 Inch\", \"asin\": \"B01BUC1AAK\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Callaway Par Tee Plastic Golf Tees\", \"asin\": \"B072LX8LKQ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SWINGTEK 120 Pack Plastic Golf Tees,Contain 100 pcs 3-1/4 Inch Unbreakable Long Tees and 20 Short Tees,Mixed Color,Frictional Resistance Reduction\", \"asin\": \"B0CFFQBS31\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"60/100 Pack Plastic Golf Tees (2-3/4\\\"or 3-1/4\\\"), Enhanced Durability & Stability, D...\", \"asin\": \"B0BX57H526\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"WMAWJBT Golf Tees 3-1/4\\u2019\\u2019 50 Count Plastic Golf Tees Reduced Friction & Side Spin Professional Unbreakable Golf Tees Durability and Stability Golf Tee\", \"asin\": \"B09S3JQPC3\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"CHAMPKEY 3 Prongs Plastic Golf Tees 100 Pack Star and Stripe Version - Low Friction and Resistance Golf Plastic Tees\", \"asin\": \"B0DCK6DBJG\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Don't Suck Golf Tees 2 \\u00be\\u201d \\u2013 50 Pack Durable Plastic 4-Prong Funny Golf Tees with PureFlight Tech \\u2013 Low Resistance for Straighter, Longer Drives I Golf Gift \\u2013 Reusable Tee Pouch Included\", \"asin\": \"B0DZDTWHW4\", \"price\": \"$8.95\", \"quantity\": \"\"},\n{\"title\": \"Callaway Par Tee Plastic Golf Tees\", \"asin\": \"B01K1PT0Q8\", \"price\": \"$6.80\", \"quantity\": \"\"},\n{\"title\": \"SWINGTEK 120 Pack Plastic Golf Tees,Contain 100 pcs 3-1/4 Inch Unbreakable Long Tees and 20 Short Tees,Mixed Color,Frictional Resistance Reduction\", \"asin\": \"B0CFFQBS31\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"CHAMPKEY Professional 5 Prongs Golf Tees 100 Pack | 85 Driver Tees with 15 Iron/Hybrid Tees Mixed Pack | Low Friction and Resistance Golf Plastic Tees\", \"asin\": \"B09LHHLZRF\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"EAGLE WORK 4 Prongs Golf Tees, Easy Height Control and Tee Up, Reduce Friction and Side Spin, Pack of 50/100, 3-1/4\\\" or 2-3/4\\\", Durable and Stable Plastic Tees\", \"asin\": \"B0DM27BLL7\", \"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\": \"2025-04-19T17:49:49.143Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
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